In [1]:
# Data Manipulation and Preprocessing
import numpy as np
import pandas as pd
from sklearn.preprocessing import StandardScaler, PolynomialFeatures
# Visualization
import matplotlib.pyplot as plt
import seaborn as sns
import plotly.graph_objects as go
# Model Building and Training
from sklearn.ensemble import RandomForestRegressor
from xgboost import XGBRegressor
from lightgbm import LGBMRegressor
from catboost import CatBoostRegressor
from sklearn.svm import SVR
from sklearn.linear_model import LinearRegression
from statsmodels.tsa.arima.model import ARIMA
# Model Evaluation and Selection
from sklearn.model_selection import (
train_test_split,
GridSearchCV,
RandomizedSearchCV,
cross_val_score,
learning_curve
)
from sklearn.metrics import mean_absolute_error, mean_squared_error, r2_score
# Hyperparameter Tuning
import optuna
# Pipeline
from sklearn.pipeline import Pipeline, make_pipeline
# Model Saving and Loading
import joblib
<frozen importlib._bootstrap>:241: RuntimeWarning: numpy.ufunc size changed, may indicate binary incompatibility. Expected 216 from C header, got 232 from PyObject
In [2]:
data = pd.read_csv('housing_new.csv')
data = data.drop(columns=['Unnamed: 0.1', 'Unnamed: 0'])
data = data[['new_date','flat_type', 'district', 'range_numeric' ,'floor_area_sqm', 'lease_commence_date', 'resale_price',]]
In [3]:
data.head()
Out[3]:
| new_date | flat_type | district | range_numeric | floor_area_sqm | lease_commence_date | resale_price | |
|---|---|---|---|---|---|---|---|
| 0 | 1990.083333 | 1 ROOM | North-East | 11.0 | 31.0 | 1977 | 9000.0 |
| 1 | 1990.083333 | 1 ROOM | North-East | 5.0 | 31.0 | 1977 | 6000.0 |
| 2 | 1990.083333 | 1 ROOM | North-East | 11.0 | 31.0 | 1977 | 8000.0 |
| 3 | 1990.083333 | 1 ROOM | North-East | 8.0 | 31.0 | 1977 | 6000.0 |
| 4 | 1990.083333 | 3 ROOM | North-East | 5.0 | 73.0 | 1976 | 47200.0 |
In [4]:
loaded_preprocessor = joblib.load('preprocessor.pkl')
In [5]:
transformed_data = loaded_preprocessor.transform(data)
# Extract feature names from the transformers
categorical_columns = ['district', 'flat_type']
numerical_columns = [ 'floor_area_sqm', 'range_numeric']
num_feature_names = numerical_columns
cat_feature_names = loaded_preprocessor.named_transformers_['cat'].get_feature_names_out(categorical_columns)
remainder_feature_names = [col for col in data.columns if col not in numerical_columns + categorical_columns]
# Combine all feature names
all_feature_names = list(num_feature_names) + list(cat_feature_names) + remainder_feature_names
# Create a DataFrame with feature names
transformed_data = pd.DataFrame(transformed_data, columns=all_feature_names)
In [6]:
transformed_data.head()
Out[6]:
| floor_area_sqm | range_numeric | district_East | district_North | district_North-East | district_West | flat_type_2 ROOM | flat_type_3 ROOM | flat_type_4 ROOM | flat_type_5 ROOM | new_date | lease_commence_date | resale_price | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | -2.758297 | 0.663203 | 0.0 | 0.0 | 1.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 1990.083333 | 1977.0 | 9000.0 |
| 1 | -2.758297 | -0.563772 | 0.0 | 0.0 | 1.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 1990.083333 | 1977.0 | 6000.0 |
| 2 | -2.758297 | 0.663203 | 0.0 | 0.0 | 1.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 1990.083333 | 1977.0 | 8000.0 |
| 3 | -2.758297 | 0.049716 | 0.0 | 0.0 | 1.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 1990.083333 | 1977.0 | 6000.0 |
| 4 | -0.843622 | -0.563772 | 0.0 | 0.0 | 1.0 | 0.0 | 0.0 | 1.0 | 0.0 | 0.0 | 1990.083333 | 1976.0 | 47200.0 |
In [7]:
transformed_data.shape
Out[7]:
(869645, 13)
In [8]:
#half_data = transformed_data.sample(frac=0.5, random_state=42)
# Split the sampled data into features and target
#X = half_data.drop('resale_price', axis=1)
#y = half_data['resale_price']
X = transformed_data.drop('resale_price', axis=1)
y= transformed_data['resale_price']
# Split the half data into training and testing sets
X_train, X_test, y_train, y_test = train_test_split(X, y, test_size=0.2, random_state=42)
In [24]:
def objective(trial):
param = {
'learning_rate': trial.suggest_float('learning_rate', 0.05, 0.2), # Wider range for fine-tuning
'n_estimators': trial.suggest_int('n_estimators', 500, 1000), # Wider range for better exploration
'max_depth': trial.suggest_int('max_depth', 3, 20), # Full range of typical tree depths
'subsample': trial.suggest_float('subsample', 0.5, 1.0), # Broad exploration for regularization
'colsample_bytree': trial.suggest_float('colsample_bytree', 0.5, 1.0),
'min_child_weight': trial.suggest_int('min_child_weight', 1, 10),
'reg_alpha': trial.suggest_float('reg_alpha', 0.0, 1.0), # L1 regularization
'reg_lambda': trial.suggest_float('reg_lambda', 0.0, 10.0), # L2 regularization
'gamma': trial.suggest_float('gamma', 0.0, 1.0), # Minimum loss reduction
}
# Initialize the model with current parameters
model = XGBRegressor(**param, random_state=42)
# Use cross-validation to evaluate the model
scores = cross_val_score(model, X_train, y_train, cv=5, scoring='neg_mean_squared_error', n_jobs=-1)
rmse = np.sqrt(-scores.mean()) # Convert negative MSE to RMSE
return rmse
# Run the optimization with a larger number of trials
study = optuna.create_study(direction='minimize')
study.optimize(objective, n_trials=100) # Increase trials for better results
# Print the best trial
print("Best Trial:", study.best_trial.params)
print("Best RMSE:", study.best_value)
[I 2025-01-06 16:50:25,042] A new study created in memory with name: no-name-1c7742c5-e5b0-4564-aea9-43bcccf04cf8
[I 2025-01-06 16:51:16,322] Trial 0 finished with value: 29925.609003920395 and parameters: {'learning_rate': 0.1551885747161722, 'n_estimators': 579, 'max_depth': 7, 'subsample': 0.7892915592464479, 'colsample_bytree': 0.5250698697244306, 'min_child_weight': 3, 'reg_alpha': 0.4093801339800691, 'reg_lambda': 5.726900973547426, 'gamma': 0.7985357125997959}. Best is trial 0 with value: 29925.609003920395.
[I 2025-01-06 16:52:01,255] Trial 1 finished with value: 30565.1607097348 and parameters: {'learning_rate': 0.12790371974941028, 'n_estimators': 583, 'max_depth': 6, 'subsample': 0.7256045846170733, 'colsample_bytree': 0.8060719980470417, 'min_child_weight': 1, 'reg_alpha': 0.6114219366843138, 'reg_lambda': 8.426519567888327, 'gamma': 0.8819264397290669}. Best is trial 0 with value: 29925.609003920395.
[I 2025-01-06 16:55:41,702] Trial 2 finished with value: 29134.45704347457 and parameters: {'learning_rate': 0.054475613928127144, 'n_estimators': 795, 'max_depth': 16, 'subsample': 0.8039482244000875, 'colsample_bytree': 0.63936283696413, 'min_child_weight': 10, 'reg_alpha': 0.5046664098741598, 'reg_lambda': 0.8093206505627737, 'gamma': 0.7727419371772226}. Best is trial 2 with value: 29134.45704347457.
[I 2025-01-06 16:57:21,039] Trial 3 finished with value: 28691.82818789035 and parameters: {'learning_rate': 0.14844091813535076, 'n_estimators': 836, 'max_depth': 9, 'subsample': 0.7341138974989775, 'colsample_bytree': 0.6711306889500226, 'min_child_weight': 3, 'reg_alpha': 0.2894529968094721, 'reg_lambda': 7.105201883171044, 'gamma': 0.8441983212315565}. Best is trial 3 with value: 28691.82818789035.
[I 2025-01-06 17:06:46,160] Trial 4 finished with value: 30326.309380743587 and parameters: {'learning_rate': 0.05180930848165199, 'n_estimators': 909, 'max_depth': 20, 'subsample': 0.5241670839027303, 'colsample_bytree': 0.7705145054720264, 'min_child_weight': 1, 'reg_alpha': 0.5514585974775588, 'reg_lambda': 8.98379836186338, 'gamma': 0.8895538006574178}. Best is trial 3 with value: 28691.82818789035.
[I 2025-01-06 17:08:03,636] Trial 5 finished with value: 29364.08808217122 and parameters: {'learning_rate': 0.16885447990144514, 'n_estimators': 895, 'max_depth': 7, 'subsample': 0.7418583730726488, 'colsample_bytree': 0.5931764690232235, 'min_child_weight': 7, 'reg_alpha': 0.4859373913594697, 'reg_lambda': 7.8908184431835355, 'gamma': 0.18458276054590017}. Best is trial 3 with value: 28691.82818789035.
[I 2025-01-06 17:09:15,053] Trial 6 finished with value: 29665.519364086893 and parameters: {'learning_rate': 0.0621089189143546, 'n_estimators': 674, 'max_depth': 8, 'subsample': 0.6513824536004157, 'colsample_bytree': 0.7497276427674492, 'min_child_weight': 4, 'reg_alpha': 0.31669863048494507, 'reg_lambda': 4.6678764243091475, 'gamma': 0.36356987380416894}. Best is trial 3 with value: 28691.82818789035.
[I 2025-01-06 17:10:30,910] Trial 7 finished with value: 29418.719413576757 and parameters: {'learning_rate': 0.10058036371483384, 'n_estimators': 878, 'max_depth': 7, 'subsample': 0.7854501622695138, 'colsample_bytree': 0.9064200228084496, 'min_child_weight': 10, 'reg_alpha': 0.8423616048396935, 'reg_lambda': 6.134393877039743, 'gamma': 0.1198588973414233}. Best is trial 3 with value: 28691.82818789035.
[I 2025-01-06 17:12:33,346] Trial 8 finished with value: 29097.837121146746 and parameters: {'learning_rate': 0.13635812987780177, 'n_estimators': 832, 'max_depth': 11, 'subsample': 0.6279657915713728, 'colsample_bytree': 0.8800477889313415, 'min_child_weight': 9, 'reg_alpha': 0.6501015286006061, 'reg_lambda': 4.079094684313694, 'gamma': 0.2796266098796434}. Best is trial 3 with value: 28691.82818789035.
[I 2025-01-06 17:14:55,344] Trial 9 finished with value: 29881.53680067453 and parameters: {'learning_rate': 0.19349871302429866, 'n_estimators': 570, 'max_depth': 15, 'subsample': 0.8653677931486757, 'colsample_bytree': 0.5325651817262342, 'min_child_weight': 1, 'reg_alpha': 0.20643438257295177, 'reg_lambda': 6.8100375864030385, 'gamma': 0.1222990594429999}. Best is trial 3 with value: 28691.82818789035.
[I 2025-01-06 17:15:46,009] Trial 10 finished with value: 35359.50280798645 and parameters: {'learning_rate': 0.09615482059704485, 'n_estimators': 991, 'max_depth': 3, 'subsample': 0.9997499004754483, 'colsample_bytree': 0.985623053829805, 'min_child_weight': 6, 'reg_alpha': 0.009856400438851054, 'reg_lambda': 2.411548275488127, 'gamma': 0.5893115543021568}. Best is trial 3 with value: 28691.82818789035.
[I 2025-01-06 17:17:51,466] Trial 11 finished with value: 29149.241506281964 and parameters: {'learning_rate': 0.14104922046831844, 'n_estimators': 750, 'max_depth': 12, 'subsample': 0.5995724082019689, 'colsample_bytree': 0.6775163856780425, 'min_child_weight': 8, 'reg_alpha': 0.7879638701786855, 'reg_lambda': 3.9705579779581535, 'gamma': 0.41333535174707436}. Best is trial 3 with value: 28691.82818789035.
[I 2025-01-06 17:21:11,151] Trial 12 finished with value: 29729.543578061213 and parameters: {'learning_rate': 0.17515501583868173, 'n_estimators': 814, 'max_depth': 11, 'subsample': 0.6304003832193228, 'colsample_bytree': 0.8619410617475362, 'min_child_weight': 4, 'reg_alpha': 0.7094932114132704, 'reg_lambda': 3.2785204926573934, 'gamma': 0.5777273148400881}. Best is trial 3 with value: 28691.82818789035.
[I 2025-01-06 17:23:01,786] Trial 13 finished with value: 28693.24663912073 and parameters: {'learning_rate': 0.1058948553476949, 'n_estimators': 700, 'max_depth': 11, 'subsample': 0.6818041223533803, 'colsample_bytree': 0.6984845656714289, 'min_child_weight': 8, 'reg_alpha': 0.9697857864863619, 'reg_lambda': 2.1992515631884335, 'gamma': 0.32411818010771437}. Best is trial 3 with value: 28691.82818789035.
[I 2025-01-06 17:25:44,049] Trial 14 finished with value: 29699.846858246103 and parameters: {'learning_rate': 0.10290008872746548, 'n_estimators': 688, 'max_depth': 14, 'subsample': 0.8676035078874942, 'colsample_bytree': 0.6947234909767924, 'min_child_weight': 5, 'reg_alpha': 0.13244387308881223, 'reg_lambda': 0.7089498968437355, 'gamma': 0.0014686337831013585}. Best is trial 3 with value: 28691.82818789035.
[I 2025-01-06 17:27:16,194] Trial 15 finished with value: 28741.580841584797 and parameters: {'learning_rate': 0.08375772197609847, 'n_estimators': 688, 'max_depth': 10, 'subsample': 0.6933878047590555, 'colsample_bytree': 0.6072820700955777, 'min_child_weight': 7, 'reg_alpha': 0.9474145187920118, 'reg_lambda': 2.349642809360398, 'gamma': 0.6726395264209083}. Best is trial 3 with value: 28691.82818789035.
[I 2025-01-06 17:33:04,297] Trial 16 finished with value: 35742.914282738966 and parameters: {'learning_rate': 0.11585728623090115, 'n_estimators': 751, 'max_depth': 3, 'subsample': 0.5452602627183508, 'colsample_bytree': 0.7126053576472715, 'min_child_weight': 3, 'reg_alpha': 0.9789322182727814, 'reg_lambda': 7.221703819878188, 'gamma': 0.4730732712942973}. Best is trial 3 with value: 28691.82818789035.
[I 2025-01-06 17:36:25,625] Trial 17 finished with value: 30577.91546431819 and parameters: {'learning_rate': 0.1519352458508374, 'n_estimators': 633, 'max_depth': 17, 'subsample': 0.8668464640506719, 'colsample_bytree': 0.8109997936207726, 'min_child_weight': 8, 'reg_alpha': 0.3134477274139287, 'reg_lambda': 9.72455577945253, 'gamma': 0.9805764725641538}. Best is trial 3 with value: 28691.82818789035.
[I 2025-01-06 17:39:13,250] Trial 18 finished with value: 28913.85324680126 and parameters: {'learning_rate': 0.07649623875951402, 'n_estimators': 761, 'max_depth': 13, 'subsample': 0.6928340767158607, 'colsample_bytree': 0.6315363918659319, 'min_child_weight': 3, 'reg_alpha': 0.37883863249389527, 'reg_lambda': 1.6664500020865578, 'gamma': 0.28821744566675767}. Best is trial 3 with value: 28691.82818789035.
[I 2025-01-06 17:41:16,258] Trial 19 finished with value: 28582.878119612207 and parameters: {'learning_rate': 0.12109392715050744, 'n_estimators': 927, 'max_depth': 9, 'subsample': 0.948575861050382, 'colsample_bytree': 0.5645091049604851, 'min_child_weight': 6, 'reg_alpha': 0.1432718623820568, 'reg_lambda': 5.2821901236408495, 'gamma': 0.678728171439617}. Best is trial 19 with value: 28582.878119612207.
[I 2025-01-06 17:43:17,398] Trial 20 finished with value: 28576.407192813094 and parameters: {'learning_rate': 0.19894958529331788, 'n_estimators': 998, 'max_depth': 9, 'subsample': 0.9627892325348114, 'colsample_bytree': 0.5657990108718804, 'min_child_weight': 5, 'reg_alpha': 0.004389146603600125, 'reg_lambda': 5.545247633618052, 'gamma': 0.6994012697452269}. Best is trial 20 with value: 28576.407192813094.
[I 2025-01-06 17:44:27,653] Trial 21 finished with value: 30769.622608514495 and parameters: {'learning_rate': 0.1922987414388692, 'n_estimators': 984, 'max_depth': 5, 'subsample': 0.9994554008628274, 'colsample_bytree': 0.569376695594139, 'min_child_weight': 5, 'reg_alpha': 0.024309495685222157, 'reg_lambda': 5.394338759191803, 'gamma': 0.6897070499081486}. Best is trial 20 with value: 28576.407192813094.
[I 2025-01-06 17:46:25,411] Trial 22 finished with value: 28588.43765910651 and parameters: {'learning_rate': 0.16598950807948007, 'n_estimators': 939, 'max_depth': 9, 'subsample': 0.9314543629293034, 'colsample_bytree': 0.5089865518035819, 'min_child_weight': 6, 'reg_alpha': 0.15085401433491086, 'reg_lambda': 6.575219889517902, 'gamma': 0.7288551388880848}. Best is trial 20 with value: 28576.407192813094.
[I 2025-01-06 17:48:24,963] Trial 23 finished with value: 28577.30470446322 and parameters: {'learning_rate': 0.1746237686369626, 'n_estimators': 944, 'max_depth': 9, 'subsample': 0.9360726146672971, 'colsample_bytree': 0.557994915540723, 'min_child_weight': 6, 'reg_alpha': 0.12484300207122123, 'reg_lambda': 4.7782543505867405, 'gamma': 0.7267823181992283}. Best is trial 20 with value: 28576.407192813094.
[I 2025-01-06 17:49:35,811] Trial 24 finished with value: 30919.79526388486 and parameters: {'learning_rate': 0.18310995061824326, 'n_estimators': 951, 'max_depth': 5, 'subsample': 0.9360390814018449, 'colsample_bytree': 0.5632613207534012, 'min_child_weight': 6, 'reg_alpha': 0.09715654746824749, 'reg_lambda': 4.820467775657873, 'gamma': 0.6320903184263942}. Best is trial 20 with value: 28576.407192813094.
[I 2025-01-06 17:50:39,627] Trial 25 finished with value: 28793.475170806505 and parameters: {'learning_rate': 0.19839632929860163, 'n_estimators': 504, 'max_depth': 9, 'subsample': 0.9367306142088446, 'colsample_bytree': 0.555381610316607, 'min_child_weight': 7, 'reg_alpha': 0.23114507818716915, 'reg_lambda': 3.5378628860722, 'gamma': 0.52727863715458}. Best is trial 20 with value: 28576.407192813094.
[I 2025-01-06 17:54:00,813] Trial 26 finished with value: 29791.62984944563 and parameters: {'learning_rate': 0.1796142763648441, 'n_estimators': 945, 'max_depth': 13, 'subsample': 0.9019659317930345, 'colsample_bytree': 0.6289615819799129, 'min_child_weight': 5, 'reg_alpha': 0.05118402487289353, 'reg_lambda': 4.96803716858015, 'gamma': 0.7410533043295339}. Best is trial 20 with value: 28576.407192813094.
[I 2025-01-06 17:56:24,892] Trial 27 finished with value: 28448.591150900967 and parameters: {'learning_rate': 0.16115737461189214, 'n_estimators': 999, 'max_depth': 10, 'subsample': 0.9719940817961265, 'colsample_bytree': 0.5008211120085706, 'min_child_weight': 4, 'reg_alpha': 0.19893530918220811, 'reg_lambda': 5.734000352094359, 'gamma': 0.48560209403729837}. Best is trial 27 with value: 28448.591150900967.
[I 2025-01-06 17:57:38,493] Trial 28 finished with value: 30992.660662836894 and parameters: {'learning_rate': 0.1627538860955568, 'n_estimators': 989, 'max_depth': 5, 'subsample': 0.9684360561908115, 'colsample_bytree': 0.5023497559461452, 'min_child_weight': 4, 'reg_alpha': 0.21910169437466415, 'reg_lambda': 6.308253410276757, 'gamma': 0.4433377029614267}. Best is trial 27 with value: 28448.591150900967.
[I 2025-01-06 17:59:10,492] Trial 29 finished with value: 28940.236116428332 and parameters: {'learning_rate': 0.15959659965561906, 'n_estimators': 870, 'max_depth': 8, 'subsample': 0.8258375780099555, 'colsample_bytree': 0.5259144893506323, 'min_child_weight': 2, 'reg_alpha': 0.4010052793348915, 'reg_lambda': 5.813357807406107, 'gamma': 0.5535098038485501}. Best is trial 27 with value: 28448.591150900967.
[I 2025-01-06 18:01:31,552] Trial 30 finished with value: 28655.530744814216 and parameters: {'learning_rate': 0.18554261280358497, 'n_estimators': 961, 'max_depth': 10, 'subsample': 0.9049158204252905, 'colsample_bytree': 0.5871204998200279, 'min_child_weight': 4, 'reg_alpha': 0.08947280629740681, 'reg_lambda': 7.55324184155346, 'gamma': 0.8356665223129771}. Best is trial 27 with value: 28448.591150900967.
[I 2025-01-06 18:03:44,524] Trial 31 finished with value: 28411.84908961827 and parameters: {'learning_rate': 0.12030559515459381, 'n_estimators': 916, 'max_depth': 10, 'subsample': 0.9657572754134677, 'colsample_bytree': 0.55058681816244, 'min_child_weight': 5, 'reg_alpha': 0.15969109634577883, 'reg_lambda': 5.613063949279574, 'gamma': 0.6381491501189352}. Best is trial 31 with value: 28411.84908961827.
[I 2025-01-06 18:06:46,536] Trial 32 finished with value: 28654.045592764007 and parameters: {'learning_rate': 0.12924107017115732, 'n_estimators': 966, 'max_depth': 12, 'subsample': 0.9704459587256661, 'colsample_bytree': 0.5374271028894377, 'min_child_weight': 5, 'reg_alpha': 0.1777306939219636, 'reg_lambda': 4.4424833054415735, 'gamma': 0.6275327234621111}. Best is trial 31 with value: 28411.84908961827.
[I 2025-01-06 18:08:18,160] Trial 33 finished with value: 28975.39333672308 and parameters: {'learning_rate': 0.1707129966815221, 'n_estimators': 997, 'max_depth': 7, 'subsample': 0.970604229878054, 'colsample_bytree': 0.61298729536979, 'min_child_weight': 4, 'reg_alpha': 0.08258055444290889, 'reg_lambda': 5.82356231333031, 'gamma': 0.7849329050710168}. Best is trial 31 with value: 28411.84908961827.
[I 2025-01-06 18:10:31,089] Trial 34 finished with value: 28519.248928802062 and parameters: {'learning_rate': 0.1390803230072028, 'n_estimators': 911, 'max_depth': 10, 'subsample': 0.9021802811654686, 'colsample_bytree': 0.500886443836332, 'min_child_weight': 2, 'reg_alpha': 0.25250085253605004, 'reg_lambda': 3.3298191454120265, 'gamma': 0.5033060414058708}. Best is trial 31 with value: 28411.84908961827.
[I 2025-01-06 18:12:38,635] Trial 35 finished with value: 28530.77818250061 and parameters: {'learning_rate': 0.1428259528889673, 'n_estimators': 856, 'max_depth': 10, 'subsample': 0.9024695334147623, 'colsample_bytree': 0.5006484147863092, 'min_child_weight': 2, 'reg_alpha': 0.2697872929752616, 'reg_lambda': 3.032430289780459, 'gamma': 0.505751257425535}. Best is trial 31 with value: 28411.84908961827.
[I 2025-01-06 18:15:42,227] Trial 36 finished with value: 29309.436748400618 and parameters: {'learning_rate': 0.1430841568784229, 'n_estimators': 853, 'max_depth': 13, 'subsample': 0.898353513919512, 'colsample_bytree': 0.5127755925260591, 'min_child_weight': 2, 'reg_alpha': 0.26939888493534275, 'reg_lambda': 3.299401792937975, 'gamma': 0.4817115600875158}. Best is trial 31 with value: 28411.84908961827.
[I 2025-01-06 18:17:53,856] Trial 37 finished with value: 28624.58329733506 and parameters: {'learning_rate': 0.13019025864178857, 'n_estimators': 898, 'max_depth': 10, 'subsample': 0.8057919884273672, 'colsample_bytree': 0.500684331160075, 'min_child_weight': 2, 'reg_alpha': 0.5066692177525897, 'reg_lambda': 1.541255699985269, 'gamma': 0.4044395851206425}. Best is trial 31 with value: 28411.84908961827.
[I 2025-01-06 18:19:38,457] Trial 38 finished with value: 28982.674068847162 and parameters: {'learning_rate': 0.11468292985448117, 'n_estimators': 916, 'max_depth': 8, 'subsample': 0.8414018733307624, 'colsample_bytree': 0.5357520523760301, 'min_child_weight': 2, 'reg_alpha': 0.3661861150755048, 'reg_lambda': 3.133469624891203, 'gamma': 0.5082705438625797}. Best is trial 31 with value: 28411.84908961827.
[I 2025-01-06 18:24:16,688] Trial 39 finished with value: 31283.00027174105 and parameters: {'learning_rate': 0.15026958311031288, 'n_estimators': 787, 'max_depth': 16, 'subsample': 0.770660160978311, 'colsample_bytree': 0.5945772742861198, 'min_child_weight': 1, 'reg_alpha': 0.4511929650699956, 'reg_lambda': 3.966118267142072, 'gamma': 0.3815750732410891}. Best is trial 31 with value: 28411.84908961827.
[I 2025-01-06 18:25:27,722] Trial 40 finished with value: 30022.38736717016 and parameters: {'learning_rate': 0.13675237863081177, 'n_estimators': 874, 'max_depth': 6, 'subsample': 0.9089084023846318, 'colsample_bytree': 0.6639990307127293, 'min_child_weight': 3, 'reg_alpha': 0.27102376812352674, 'reg_lambda': 2.647189572084876, 'gamma': 0.5987599902385686}. Best is trial 31 with value: 28411.84908961827.
[I 2025-01-06 18:28:00,629] Trial 41 finished with value: 28478.797578058806 and parameters: {'learning_rate': 0.12499987156891007, 'n_estimators': 895, 'max_depth': 10, 'subsample': 0.9698069809364257, 'colsample_bytree': 0.5384654625579753, 'min_child_weight': 2, 'reg_alpha': 0.2493904911020348, 'reg_lambda': 0.16444313497274576, 'gamma': 0.5390658690630789}. Best is trial 31 with value: 28411.84908961827.
[I 2025-01-06 18:30:03,379] Trial 42 finished with value: 28480.295427273355 and parameters: {'learning_rate': 0.12612519904004318, 'n_estimators': 846, 'max_depth': 10, 'subsample': 0.9896952012753445, 'colsample_bytree': 0.5339251954727635, 'min_child_weight': 1, 'reg_alpha': 0.3565298924503928, 'reg_lambda': 0.041859034652495894, 'gamma': 0.5256254731284828}. Best is trial 31 with value: 28411.84908961827.
[I 2025-01-06 18:33:06,495] Trial 43 finished with value: 29138.94910693028 and parameters: {'learning_rate': 0.12334297290377301, 'n_estimators': 904, 'max_depth': 12, 'subsample': 0.9981020051673812, 'colsample_bytree': 0.5430541853095412, 'min_child_weight': 1, 'reg_alpha': 0.33504234671194766, 'reg_lambda': 0.22748016594639248, 'gamma': 0.5427099046095624}. Best is trial 31 with value: 28411.84908961827.
[I 2025-01-06 18:35:27,123] Trial 44 finished with value: 28635.930932327057 and parameters: {'learning_rate': 0.11252872672449787, 'n_estimators': 845, 'max_depth': 11, 'subsample': 0.9790402612314681, 'colsample_bytree': 0.5284073227763837, 'min_child_weight': 1, 'reg_alpha': 0.4296338612391025, 'reg_lambda': 0.17563331512457858, 'gamma': 0.44124302618400985}. Best is trial 31 with value: 28411.84908961827.
[I 2025-01-06 18:36:59,550] Trial 45 finished with value: 28663.197714867896 and parameters: {'learning_rate': 0.1575381283781734, 'n_estimators': 825, 'max_depth': 8, 'subsample': 0.9545091693361076, 'colsample_bytree': 0.5845519547237511, 'min_child_weight': 3, 'reg_alpha': 0.21131210105668755, 'reg_lambda': 1.1795664547496705, 'gamma': 0.6262623617891969}. Best is trial 31 with value: 28411.84908961827.
[I 2025-01-06 18:39:03,646] Trial 46 finished with value: 28555.68544018127 and parameters: {'learning_rate': 0.09413162784188488, 'n_estimators': 796, 'max_depth': 11, 'subsample': 0.9203434877598136, 'colsample_bytree': 0.9972935350034398, 'min_child_weight': 2, 'reg_alpha': 0.5661825513823283, 'reg_lambda': 8.458068048054981, 'gamma': 0.34002373603237435}. Best is trial 31 with value: 28411.84908961827.
[I 2025-01-06 18:42:46,493] Trial 47 finished with value: 30932.49315726655 and parameters: {'learning_rate': 0.13524490087804308, 'n_estimators': 889, 'max_depth': 14, 'subsample': 0.8782462392944199, 'colsample_bytree': 0.6462313769979311, 'min_child_weight': 1, 'reg_alpha': 0.3306523177462046, 'reg_lambda': 0.803979593835859, 'gamma': 0.5659327983678267}. Best is trial 31 with value: 28411.84908961827.
[I 2025-01-06 18:44:54,993] Trial 48 finished with value: 28383.580909438246 and parameters: {'learning_rate': 0.12143407892655532, 'n_estimators': 913, 'max_depth': 10, 'subsample': 0.9795752868856445, 'colsample_bytree': 0.5232491337019529, 'min_child_weight': 3, 'reg_alpha': 0.1940517102647894, 'reg_lambda': 1.684897120053822, 'gamma': 0.2309158714527333}. Best is trial 48 with value: 28383.580909438246.
[I 2025-01-06 18:54:29,409] Trial 49 finished with value: 33560.13105671637 and parameters: {'learning_rate': 0.10781237102418363, 'n_estimators': 968, 'max_depth': 20, 'subsample': 0.9816629696283596, 'colsample_bytree': 0.6081882362664084, 'min_child_weight': 3, 'reg_alpha': 0.15967861938510547, 'reg_lambda': 0.5050269544694956, 'gamma': 0.2081158356672957}. Best is trial 48 with value: 28383.580909438246.
[I 2025-01-06 18:57:04,749] Trial 50 finished with value: 28809.39806855776 and parameters: {'learning_rate': 0.09348981251803773, 'n_estimators': 928, 'max_depth': 12, 'subsample': 0.9916016282922693, 'colsample_bytree': 0.7826031815042536, 'min_child_weight': 4, 'reg_alpha': 0.19711055025682997, 'reg_lambda': 0.0334449425929631, 'gamma': 0.07759020990646959}. Best is trial 48 with value: 28383.580909438246.
[I 2025-01-06 18:59:16,282] Trial 51 finished with value: 28414.052407554496 and parameters: {'learning_rate': 0.12201528462887098, 'n_estimators': 913, 'max_depth': 10, 'subsample': 0.955920363163401, 'colsample_bytree': 0.5405713242454351, 'min_child_weight': 3, 'reg_alpha': 0.26593648532514963, 'reg_lambda': 1.837876159744845, 'gamma': 0.4577340423330674}. Best is trial 48 with value: 28383.580909438246.
[I 2025-01-06 19:01:43,248] Trial 52 finished with value: 28542.427555804326 and parameters: {'learning_rate': 0.11895879190223152, 'n_estimators': 878, 'max_depth': 11, 'subsample': 0.9520276766929942, 'colsample_bytree': 0.5429166653280526, 'min_child_weight': 3, 'reg_alpha': 0.29620481730632947, 'reg_lambda': 1.7618325660638745, 'gamma': 0.23116026902158338}. Best is trial 48 with value: 28383.580909438246.
[I 2025-01-06 19:03:14,922] Trial 53 finished with value: 28461.313698800626 and parameters: {'learning_rate': 0.12689242394622074, 'n_estimators': 925, 'max_depth': 8, 'subsample': 0.9550147877071099, 'colsample_bytree': 0.9496289482714002, 'min_child_weight': 4, 'reg_alpha': 0.3628974550715355, 'reg_lambda': 0.899457759180809, 'gamma': 0.44345680148857003}. Best is trial 48 with value: 28383.580909438246.
[I 2025-01-06 19:04:33,743] Trial 54 finished with value: 28911.49461981235 and parameters: {'learning_rate': 0.10949072519105742, 'n_estimators': 921, 'max_depth': 7, 'subsample': 0.9532441305810585, 'colsample_bytree': 0.8916681573853411, 'min_child_weight': 4, 'reg_alpha': 0.24205143413929275, 'reg_lambda': 1.2296033425742747, 'gamma': 0.30102829696844174}. Best is trial 48 with value: 28383.580909438246.
[I 2025-01-06 19:05:49,260] Trial 55 finished with value: 29483.42708182887 and parameters: {'learning_rate': 0.13268909215981708, 'n_estimators': 965, 'max_depth': 6, 'subsample': 0.8820825203645382, 'colsample_bytree': 0.9692423436210204, 'min_child_weight': 4, 'reg_alpha': 0.17882936901468882, 'reg_lambda': 1.1891100594941166, 'gamma': 0.43625640929902926}. Best is trial 48 with value: 28383.580909438246.
[I 2025-01-06 19:07:18,576] Trial 56 finished with value: 28550.31903085831 and parameters: {'learning_rate': 0.10088065510842392, 'n_estimators': 893, 'max_depth': 8, 'subsample': 0.9298211638693091, 'colsample_bytree': 0.938375262891008, 'min_child_weight': 3, 'reg_alpha': 0.3045346559666432, 'reg_lambda': 0.5449238238280625, 'gamma': 0.4643382714210552}. Best is trial 48 with value: 28383.580909438246.
[I 2025-01-06 19:08:42,060] Trial 57 finished with value: 29170.98383051986 and parameters: {'learning_rate': 0.0879570960831772, 'n_estimators': 939, 'max_depth': 7, 'subsample': 0.9618444442071774, 'colsample_bytree': 0.8172391263129766, 'min_child_weight': 4, 'reg_alpha': 0.11389247329647353, 'reg_lambda': 1.996653120200912, 'gamma': 0.3591676719202114}. Best is trial 48 with value: 28383.580909438246.
[I 2025-01-06 19:10:11,552] Trial 58 finished with value: 29111.413217983947 and parameters: {'learning_rate': 0.07346553771752248, 'n_estimators': 720, 'max_depth': 9, 'subsample': 0.5755285972019788, 'colsample_bytree': 0.7297903704158735, 'min_child_weight': 5, 'reg_alpha': 0.40178652183599495, 'reg_lambda': 6.819024763216255, 'gamma': 0.386803533482845}. Best is trial 48 with value: 28383.580909438246.
[I 2025-01-06 19:12:46,319] Trial 59 finished with value: 29328.336900173894 and parameters: {'learning_rate': 0.14573242169032602, 'n_estimators': 977, 'max_depth': 11, 'subsample': 0.8568016666498756, 'colsample_bytree': 0.830194411050082, 'min_child_weight': 3, 'reg_alpha': 0.058975003803308224, 'reg_lambda': 2.73718762398968, 'gamma': 0.092594028221576}. Best is trial 48 with value: 28383.580909438246.
[I 2025-01-06 19:17:53,115] Trial 60 finished with value: 28560.654424599787 and parameters: {'learning_rate': 0.11931408547992721, 'n_estimators': 862, 'max_depth': 8, 'subsample': 0.9164969713365962, 'colsample_bytree': 0.8512775672472884, 'min_child_weight': 5, 'reg_alpha': 0.19552917149986554, 'reg_lambda': 2.0632358334603307, 'gamma': 0.272103226121684}. Best is trial 48 with value: 28383.580909438246.
[I 2025-01-06 19:19:47,174] Trial 61 finished with value: 28436.40607266541 and parameters: {'learning_rate': 0.12311950437561037, 'n_estimators': 815, 'max_depth': 10, 'subsample': 0.982709678568641, 'colsample_bytree': 0.5202248645176262, 'min_child_weight': 2, 'reg_alpha': 0.37381807328733796, 'reg_lambda': 0.8667439842585796, 'gamma': 0.5909904753327607}. Best is trial 48 with value: 28383.580909438246.
[I 2025-01-06 19:21:27,535] Trial 62 finished with value: 28591.835381129276 and parameters: {'learning_rate': 0.12551984375107303, 'n_estimators': 813, 'max_depth': 9, 'subsample': 0.9433624424245655, 'colsample_bytree': 0.5762006722643804, 'min_child_weight': 3, 'reg_alpha': 0.4725030222187513, 'reg_lambda': 0.9373035448427989, 'gamma': 0.6629408853601768}. Best is trial 48 with value: 28383.580909438246.
[I 2025-01-06 19:23:36,609] Trial 63 finished with value: 28380.878815619857 and parameters: {'learning_rate': 0.11632416507582524, 'n_estimators': 932, 'max_depth': 10, 'subsample': 0.9795722286686659, 'colsample_bytree': 0.5199298029126093, 'min_child_weight': 2, 'reg_alpha': 0.34975849329924324, 'reg_lambda': 1.5300705514398096, 'gamma': 0.594080443905436}. Best is trial 63 with value: 28380.878815619857.
[I 2025-01-06 19:25:48,316] Trial 64 finished with value: 28382.7263528679 and parameters: {'learning_rate': 0.1047600540288658, 'n_estimators': 928, 'max_depth': 10, 'subsample': 0.9773047568264461, 'colsample_bytree': 0.5172695771213466, 'min_child_weight': 4, 'reg_alpha': 0.5179649656479274, 'reg_lambda': 1.488790564874924, 'gamma': 0.6088030711419421}. Best is trial 63 with value: 28380.878815619857.
[I 2025-01-06 19:28:43,715] Trial 65 finished with value: 29063.54510079053 and parameters: {'learning_rate': 0.10540627263479764, 'n_estimators': 955, 'max_depth': 12, 'subsample': 0.5026606780418454, 'colsample_bytree': 0.5233056722916928, 'min_child_weight': 4, 'reg_alpha': 0.5235659588926246, 'reg_lambda': 1.4955240668917547, 'gamma': 0.6020168331404187}. Best is trial 63 with value: 28380.878815619857.
[I 2025-01-06 19:31:02,421] Trial 66 finished with value: 28395.321981235 and parameters: {'learning_rate': 0.11534181573158711, 'n_estimators': 935, 'max_depth': 11, 'subsample': 0.980827042613384, 'colsample_bytree': 0.5539353927990524, 'min_child_weight': 10, 'reg_alpha': 0.4306119225082877, 'reg_lambda': 6.166432648100085, 'gamma': 0.6595206975068794}. Best is trial 63 with value: 28380.878815619857.
[I 2025-01-06 19:36:04,380] Trial 67 finished with value: 30219.131841471113 and parameters: {'learning_rate': 0.11243043657231303, 'n_estimators': 932, 'max_depth': 19, 'subsample': 0.7225656753722024, 'colsample_bytree': 0.5532581030625511, 'min_child_weight': 9, 'reg_alpha': 0.6253910930314713, 'reg_lambda': 6.09436567870578, 'gamma': 0.6439249509128111}. Best is trial 63 with value: 28380.878815619857.
[I 2025-01-06 19:39:07,351] Trial 68 finished with value: 28663.181163698075 and parameters: {'learning_rate': 0.0990079625281513, 'n_estimators': 910, 'max_depth': 13, 'subsample': 0.9858266866350198, 'colsample_bytree': 0.5175807426487019, 'min_child_weight': 10, 'reg_alpha': 0.4369858712781734, 'reg_lambda': 2.4558747979900843, 'gamma': 0.7549478161339666}. Best is trial 63 with value: 28380.878815619857.
[I 2025-01-06 19:41:25,007] Trial 69 finished with value: 28476.839531769052 and parameters: {'learning_rate': 0.1173842635156749, 'n_estimators': 885, 'max_depth': 11, 'subsample': 0.9272173594634812, 'colsample_bytree': 0.5720271863016978, 'min_child_weight': 9, 'reg_alpha': 0.7182896348725167, 'reg_lambda': 5.183967402038695, 'gamma': 0.7106309253982289}. Best is trial 63 with value: 28380.878815619857.
[I 2025-01-06 19:44:00,367] Trial 70 finished with value: 29159.193546696304 and parameters: {'learning_rate': 0.11072514533027558, 'n_estimators': 633, 'max_depth': 14, 'subsample': 0.9982134232422698, 'colsample_bytree': 0.5921482236206691, 'min_child_weight': 3, 'reg_alpha': 0.46104957049447703, 'reg_lambda': 1.9285921139938342, 'gamma': 0.660799971637581}. Best is trial 63 with value: 28380.878815619857.
[I 2025-01-06 19:46:13,646] Trial 71 finished with value: 28372.469460457673 and parameters: {'learning_rate': 0.12040362823749595, 'n_estimators': 978, 'max_depth': 10, 'subsample': 0.9719490955047035, 'colsample_bytree': 0.550568778436104, 'min_child_weight': 2, 'reg_alpha': 0.3925634761703144, 'reg_lambda': 4.39773618651876, 'gamma': 0.5942656411394749}. Best is trial 71 with value: 28372.469460457673.
[I 2025-01-06 19:48:13,799] Trial 72 finished with value: 28449.351463375417 and parameters: {'learning_rate': 0.12117402758794543, 'n_estimators': 979, 'max_depth': 9, 'subsample': 0.9831407049173626, 'colsample_bytree': 0.5534267287878092, 'min_child_weight': 2, 'reg_alpha': 0.4026963372861425, 'reg_lambda': 1.294604862896956, 'gamma': 0.61049622422953}. Best is trial 71 with value: 28372.469460457673.
[I 2025-01-06 19:50:46,770] Trial 73 finished with value: 28440.808830917544 and parameters: {'learning_rate': 0.10422268940479004, 'n_estimators': 948, 'max_depth': 11, 'subsample': 0.9407703603593905, 'colsample_bytree': 0.5177598197120933, 'min_child_weight': 2, 'reg_alpha': 0.5636916146565293, 'reg_lambda': 4.206302195666284, 'gamma': 0.5757398524935076}. Best is trial 71 with value: 28372.469460457673.
[I 2025-01-06 19:52:52,714] Trial 74 finished with value: 28426.195515201707 and parameters: {'learning_rate': 0.11514776814295076, 'n_estimators': 914, 'max_depth': 10, 'subsample': 0.9647177396349743, 'colsample_bytree': 0.5201476957250305, 'min_child_weight': 7, 'reg_alpha': 0.5273683676433469, 'reg_lambda': 2.2437286769631557, 'gamma': 0.8083924070313009}. Best is trial 71 with value: 28372.469460457673.
[I 2025-01-06 19:54:48,871] Trial 75 finished with value: 28557.48014325438 and parameters: {'learning_rate': 0.1150149787947582, 'n_estimators': 941, 'max_depth': 9, 'subsample': 0.9651633967454845, 'colsample_bytree': 0.5531622798009774, 'min_child_weight': 7, 'reg_alpha': 0.5030740166741247, 'reg_lambda': 1.6726292717681492, 'gamma': 0.9276780414527741}. Best is trial 71 with value: 28372.469460457673.
[I 2025-01-06 19:57:23,217] Trial 76 finished with value: 28754.87052842737 and parameters: {'learning_rate': 0.13064582295942828, 'n_estimators': 915, 'max_depth': 12, 'subsample': 0.9444991225637437, 'colsample_bytree': 0.6229532172886543, 'min_child_weight': 8, 'reg_alpha': 0.6746640071427458, 'reg_lambda': 2.836305769841493, 'gamma': 0.8244507445642597}. Best is trial 71 with value: 28372.469460457673.
[I 2025-01-06 19:59:31,059] Trial 77 finished with value: 28512.24142217877 and parameters: {'learning_rate': 0.10872133273242868, 'n_estimators': 951, 'max_depth': 10, 'subsample': 0.9196060643932575, 'colsample_bytree': 0.5805690022197288, 'min_child_weight': 10, 'reg_alpha': 0.590718922548112, 'reg_lambda': 2.401057133125968, 'gamma': 0.8870727155818968}. Best is trial 71 with value: 28372.469460457673.
[I 2025-01-06 20:02:03,495] Trial 78 finished with value: 28464.491016088665 and parameters: {'learning_rate': 0.09902709275761482, 'n_estimators': 974, 'max_depth': 11, 'subsample': 0.8912855185979173, 'colsample_bytree': 0.602801835730894, 'min_child_weight': 6, 'reg_alpha': 0.4780739557714116, 'reg_lambda': 3.73438851528126, 'gamma': 0.020259640356833086}. Best is trial 71 with value: 28372.469460457673.
[I 2025-01-06 20:04:11,979] Trial 79 finished with value: 28445.23284857465 and parameters: {'learning_rate': 0.11704182179919081, 'n_estimators': 909, 'max_depth': 10, 'subsample': 0.9756420741473089, 'colsample_bytree': 0.5471945081125424, 'min_child_weight': 9, 'reg_alpha': 0.5438262264257008, 'reg_lambda': 6.38290947992322, 'gamma': 0.7972694484245816}. Best is trial 71 with value: 28372.469460457673.
[I 2025-01-06 20:09:23,467] Trial 80 finished with value: 28557.289025001417 and parameters: {'learning_rate': 0.134428103418907, 'n_estimators': 867, 'max_depth': 12, 'subsample': 0.9634009139665513, 'colsample_bytree': 0.5659005009237171, 'min_child_weight': 5, 'reg_alpha': 0.43393742683155556, 'reg_lambda': 7.529612973775036, 'gamma': 0.6934519384954172}. Best is trial 71 with value: 28372.469460457673.
[I 2025-01-06 20:12:08,252] Trial 81 finished with value: 28408.26462895563 and parameters: {'learning_rate': 0.12305469993848359, 'n_estimators': 930, 'max_depth': 10, 'subsample': 0.9799908137624876, 'colsample_bytree': 0.5200223139144879, 'min_child_weight': 8, 'reg_alpha': 0.2865922637107654, 'reg_lambda': 1.4859880357689426, 'gamma': 0.5720849853394359}. Best is trial 71 with value: 28372.469460457673.
[I 2025-01-06 20:14:25,164] Trial 82 finished with value: 28555.489207161823 and parameters: {'learning_rate': 0.12118823295195572, 'n_estimators': 930, 'max_depth': 9, 'subsample': 0.9996198631683288, 'colsample_bytree': 0.5137715639471041, 'min_child_weight': 8, 'reg_alpha': 0.334495857744739, 'reg_lambda': 2.2212027997899133, 'gamma': 0.7544727894714675}. Best is trial 71 with value: 28372.469460457673.
[I 2025-01-06 20:16:58,769] Trial 83 finished with value: 28406.508842765612 and parameters: {'learning_rate': 0.11422418030538131, 'n_estimators': 900, 'max_depth': 10, 'subsample': 0.975786360656465, 'colsample_bytree': 0.5297689427555018, 'min_child_weight': 7, 'reg_alpha': 0.29025665427347136, 'reg_lambda': 1.4608706169723418, 'gamma': 0.5594057019545755}. Best is trial 71 with value: 28372.469460457673.
[I 2025-01-06 20:20:00,800] Trial 84 finished with value: 28555.27025406437 and parameters: {'learning_rate': 0.13041133392724094, 'n_estimators': 959, 'max_depth': 11, 'subsample': 0.9458251372770525, 'colsample_bytree': 0.5291511331332803, 'min_child_weight': 10, 'reg_alpha': 0.28040884429508395, 'reg_lambda': 1.4649371772180213, 'gamma': 0.6410491494202131}. Best is trial 71 with value: 28372.469460457673.
[I 2025-01-06 20:22:32,718] Trial 85 finished with value: 28422.559861783142 and parameters: {'learning_rate': 0.11182419462244769, 'n_estimators': 985, 'max_depth': 10, 'subsample': 0.9810105776554313, 'colsample_bytree': 0.5608483363723292, 'min_child_weight': 9, 'reg_alpha': 0.31330368725073565, 'reg_lambda': 5.509570833263468, 'gamma': 0.5577021600618843}. Best is trial 71 with value: 28372.469460457673.
[I 2025-01-06 20:24:40,458] Trial 86 finished with value: 28694.960073053673 and parameters: {'learning_rate': 0.10322788580165565, 'n_estimators': 899, 'max_depth': 9, 'subsample': 0.9291891431333847, 'colsample_bytree': 0.5440413621280715, 'min_child_weight': 7, 'reg_alpha': 0.9099061124908189, 'reg_lambda': 4.530819751201982, 'gamma': 0.6132621350023507}. Best is trial 71 with value: 28372.469460457673.
[I 2025-01-06 20:27:59,753] Trial 87 finished with value: 28494.29778688276 and parameters: {'learning_rate': 0.13886408028209646, 'n_estimators': 934, 'max_depth': 11, 'subsample': 0.9896764217245634, 'colsample_bytree': 0.5364492200559098, 'min_child_weight': 6, 'reg_alpha': 0.2308508047614351, 'reg_lambda': 1.8062705335086937, 'gamma': 0.5692509863660709}. Best is trial 71 with value: 28372.469460457673.
[I 2025-01-06 20:31:58,972] Trial 88 finished with value: 28851.018002311062 and parameters: {'learning_rate': 0.12218927925636079, 'n_estimators': 875, 'max_depth': 13, 'subsample': 0.6549155370698317, 'colsample_bytree': 0.5122265127329265, 'min_child_weight': 8, 'reg_alpha': 0.34743014751847534, 'reg_lambda': 9.79659386450504, 'gamma': 0.5197992047314807}. Best is trial 71 with value: 28372.469460457673.
[I 2025-01-06 20:35:10,031] Trial 89 finished with value: 28432.47850574561 and parameters: {'learning_rate': 0.08867482342044085, 'n_estimators': 882, 'max_depth': 10, 'subsample': 0.9547969440495127, 'colsample_bytree': 0.577035766918529, 'min_child_weight': 5, 'reg_alpha': 0.2838445001556833, 'reg_lambda': 0.4530853501947498, 'gamma': 0.15994307916684716}. Best is trial 71 with value: 28372.469460457673.
[I 2025-01-06 20:37:57,470] Trial 90 finished with value: 28506.960612803912 and parameters: {'learning_rate': 0.12610935024828848, 'n_estimators': 956, 'max_depth': 9, 'subsample': 0.9784032107125272, 'colsample_bytree': 0.5303301627618296, 'min_child_weight': 3, 'reg_alpha': 0.392199467672536, 'reg_lambda': 6.620587096234079, 'gamma': 0.6774973673839004}. Best is trial 71 with value: 28372.469460457673.
[I 2025-01-06 20:41:14,508] Trial 91 finished with value: 28448.504248152203 and parameters: {'learning_rate': 0.11218321857142859, 'n_estimators': 987, 'max_depth': 10, 'subsample': 0.9757781962458665, 'colsample_bytree': 0.5561635152206728, 'min_child_weight': 9, 'reg_alpha': 0.3010896470658526, 'reg_lambda': 5.694354686925314, 'gamma': 0.5506538814134642}. Best is trial 71 with value: 28372.469460457673.
[I 2025-01-06 20:44:31,606] Trial 92 finished with value: 28419.43373678864 and parameters: {'learning_rate': 0.10832249471378443, 'n_estimators': 985, 'max_depth': 10, 'subsample': 0.9882766363099681, 'colsample_bytree': 0.5653873034693275, 'min_child_weight': 9, 'reg_alpha': 0.16024292129352524, 'reg_lambda': 5.052733283500359, 'gamma': 0.5877465383698128}. Best is trial 71 with value: 28372.469460457673.
[I 2025-01-06 20:47:17,013] Trial 93 finished with value: 28645.572558171854 and parameters: {'learning_rate': 0.1065647308486975, 'n_estimators': 922, 'max_depth': 9, 'subsample': 0.9996400030470927, 'colsample_bytree': 0.5657932651258415, 'min_child_weight': 8, 'reg_alpha': 0.16870575715894842, 'reg_lambda': 5.1283306451881, 'gamma': 0.6431217471340216}. Best is trial 71 with value: 28372.469460457673.
[I 2025-01-06 20:51:15,320] Trial 94 finished with value: 28533.224161084196 and parameters: {'learning_rate': 0.11791726029344758, 'n_estimators': 966, 'max_depth': 12, 'subsample': 0.9593019027475401, 'colsample_bytree': 0.545871021135986, 'min_child_weight': 10, 'reg_alpha': 0.12801786562875267, 'reg_lambda': 6.058714856667825, 'gamma': 0.5850921819827303}. Best is trial 71 with value: 28372.469460457673.
[I 2025-01-06 20:58:01,611] Trial 95 finished with value: 28482.861249056878 and parameters: {'learning_rate': 0.12782856502778583, 'n_estimators': 904, 'max_depth': 11, 'subsample': 0.9373230730249582, 'colsample_bytree': 0.5088115627171493, 'min_child_weight': 9, 'reg_alpha': 0.2545333182838617, 'reg_lambda': 4.809131650826797, 'gamma': 0.7155334520693267}. Best is trial 71 with value: 28372.469460457673.
[I 2025-01-06 21:00:04,097] Trial 96 finished with value: 28889.12157720349 and parameters: {'learning_rate': 0.09589299742495638, 'n_estimators': 944, 'max_depth': 8, 'subsample': 0.9709930378506163, 'colsample_bytree': 0.5964217945796817, 'min_child_weight': 10, 'reg_alpha': 0.14135062352076488, 'reg_lambda': 1.0427061269358808, 'gamma': 0.4915899062363851}. Best is trial 71 with value: 28372.469460457673.
[I 2025-01-06 21:03:23,445] Trial 97 finished with value: 28425.14560900853 and parameters: {'learning_rate': 0.1139931303557517, 'n_estimators': 992, 'max_depth': 10, 'subsample': 0.9897033443542479, 'colsample_bytree': 0.5295788844588905, 'min_child_weight': 9, 'reg_alpha': 0.21911260625510298, 'reg_lambda': 5.3344439461320725, 'gamma': 0.5303474313386092}. Best is trial 71 with value: 28372.469460457673.
[I 2025-01-06 21:07:14,617] Trial 98 finished with value: 28552.480789491812 and parameters: {'learning_rate': 0.1087969042255199, 'n_estimators': 975, 'max_depth': 11, 'subsample': 0.9518218068735781, 'colsample_bytree': 0.5090641811509263, 'min_child_weight': 2, 'reg_alpha': 0.10693106929090201, 'reg_lambda': 1.429826186491923, 'gamma': 0.6185298585486432}. Best is trial 71 with value: 28372.469460457673.
[I 2025-01-06 21:10:26,046] Trial 99 finished with value: 28464.419154264375 and parameters: {'learning_rate': 0.12032319785215378, 'n_estimators': 1000, 'max_depth': 10, 'subsample': 0.9196307999585306, 'colsample_bytree': 0.6184626259779186, 'min_child_weight': 8, 'reg_alpha': 0.4198802726904609, 'reg_lambda': 5.96967445924074, 'gamma': 0.6560562207130698}. Best is trial 71 with value: 28372.469460457673.
Best Trial: {'learning_rate': 0.12040362823749595, 'n_estimators': 978, 'max_depth': 10, 'subsample': 0.9719490955047035, 'colsample_bytree': 0.550568778436104, 'min_child_weight': 2, 'reg_alpha': 0.3925634761703144, 'reg_lambda': 4.39773618651876, 'gamma': 0.5942656411394749}
Best RMSE: 28372.469460457673
In [25]:
optuna.visualization.plot_param_importances(study).show()
optuna.visualization.plot_optimization_history(study).show()
In [29]:
best_params = study.best_trial.params
final_model = XGBRegressor(**best_params, random_state=42)
In [30]:
import numpy as np
import matplotlib.pyplot as plt
import seaborn as sns
from sklearn.model_selection import learning_curve, KFold, cross_val_score
from sklearn.metrics import (
mean_squared_error, mean_absolute_error, r2_score,
explained_variance_score, mean_absolute_percentage_error
)
from xgboost import plot_importance
# Plot Learning Curve
def plot_learning_curve(estimator, X, y, cv, scoring, train_sizes=np.linspace(0.1, 1.0, 10)):
train_sizes, train_scores, valid_scores = learning_curve(
estimator, X, y, cv=cv, scoring=scoring, train_sizes=train_sizes, n_jobs=-1
)
train_mean = np.mean(train_scores, axis=1)
valid_mean = np.mean(valid_scores, axis=1)
plt.figure(figsize=(10, 6))
plt.plot(train_sizes, train_mean, label="Training score", color="blue")
plt.plot(train_sizes, valid_mean, label="Validation score", color="orange")
plt.title("Learning Curve")
plt.xlabel("Training Set Size")
plt.ylabel(scoring)
plt.legend(loc="best")
plt.grid()
plt.show()
# Residual Plot
def plot_residuals(y_true, y_pred):
residuals = y_true - y_pred
plt.figure(figsize=(10, 6))
sns.scatterplot(x=y_pred, y=residuals, alpha=0.6)
plt.axhline(0, color='red', linestyle='--')
plt.title("Residual Plot")
plt.xlabel("Predicted Values")
plt.ylabel("Residuals")
plt.grid()
plt.show()
# Prediction vs. Actual Plot
def plot_predictions(y_true, y_pred):
plt.figure(figsize=(10, 6))
sns.scatterplot(x=y_true, y=y_pred, alpha=0.6)
plt.plot([y_true.min(), y_true.max()], [y_true.min(), y_true.max()], color='red', linestyle='--')
plt.title("Prediction vs. Actual")
plt.xlabel("Actual Values")
plt.ylabel("Predicted Values")
plt.grid()
plt.show()
# Error Distribution Plot
def plot_error_distribution(y_true, y_pred):
errors = y_true - y_pred
plt.figure(figsize=(10, 6))
sns.histplot(errors, bins=30, kde=True)
plt.title("Error Distribution")
plt.xlabel("Prediction Error")
plt.ylabel("Frequency")
plt.grid()
plt.show()
# Perform K-Fold Cross-Validation
kf = KFold(n_splits=5, shuffle=True, random_state=42)
scores = cross_val_score(final_model, X_train, y_train, cv=kf, scoring='r2', n_jobs=-1)
print(f"Cross-Validation R^2 Scores: {scores}")
print(f"Mean R^2: {np.mean(scores):.4f}, Std: {np.std(scores):.4f}")
# Fit model on full training data and evaluate on test set
final_model.fit(X_train, y_train)
y_pred = final_model.predict(X_test)
# Test Metrics
print(f"Test MSE: {mean_squared_error(y_test, y_pred):.4f}")
print(f"Test MAE: {mean_absolute_error(y_test, y_pred):.4f}")
print(f"Test R^2: {r2_score(y_test, y_pred):.4f}")
print(f"Explained Variance: {explained_variance_score(y_test, y_pred):.4f}")
print(f"Mean Absolute Percentage Error (MAPE): {mean_absolute_percentage_error(y_test, y_pred):.4f}")
# Plot Feature Importance
plot_importance(final_model, importance_type='weight', max_num_features=10, title="Feature Importance")
plt.show()
# Plot Graphs
plot_learning_curve(final_model, X_train, y_train, cv=kf, scoring='r2')
plot_residuals(y_test, y_pred)
plot_predictions(y_test, y_pred)
plot_error_distribution(y_test, y_pred)
Cross-Validation R^2 Scores: [0.97088992 0.97065881 0.97108072 0.97086779 0.97055792] Mean R^2: 0.9708, Std: 0.0002 Test MSE: 803847873.0223 Test MAE: 18234.1906 Test R^2: 0.9708 Explained Variance: 0.9708 Mean Absolute Percentage Error (MAPE): 0.0648
c:\Users\firas\anaconda3\Lib\site-packages\seaborn\_oldcore.py:1119: FutureWarning: use_inf_as_na option is deprecated and will be removed in a future version. Convert inf values to NaN before operating instead.
In [31]:
def refined_objective(trial):
# Use best_params as the center of the refined search space
best_params = study.best_trial.params
param = {
'learning_rate': trial.suggest_float(
'learning_rate',
max(0.01, best_params['learning_rate'] - 0.02),
min(0.2, best_params['learning_rate'] + 0.02)
),
'n_estimators': trial.suggest_int(
'n_estimators',
max(100, best_params['n_estimators'] - 100),
best_params['n_estimators'] + 100
),
'max_depth': trial.suggest_int(
'max_depth',
max(3, best_params['max_depth'] - 2),
best_params['max_depth'] + 2
),
'subsample': trial.suggest_float(
'subsample',
max(0.5, best_params['subsample'] - 0.05),
min(1.0, best_params['subsample'] + 0.05)
),
'colsample_bytree': trial.suggest_float(
'colsample_bytree',
max(0.5, best_params['colsample_bytree'] - 0.05),
min(1.0, best_params['colsample_bytree'] + 0.05)
),
'min_child_weight': trial.suggest_int(
'min_child_weight',
max(1, best_params['min_child_weight'] - 2),
best_params['min_child_weight'] + 2
),
'reg_alpha': trial.suggest_float(
'reg_alpha',
max(0.0, best_params['reg_alpha'] - 0.02),
best_params['reg_alpha'] + 0.02
),
'reg_lambda': trial.suggest_float(
'reg_lambda',
max(0.0, best_params['reg_lambda'] - 0.5),
best_params['reg_lambda'] + 0.5
),
'gamma': trial.suggest_float(
'gamma',
max(0.0, best_params['gamma'] - 0.05),
best_params['gamma'] + 0.05
)
}
# Initialize and evaluate the model using cross-validation
model = XGBRegressor(**param, random_state=42)
scores = cross_val_score(model, X_train, y_train, cv=5, scoring='neg_mean_squared_error', n_jobs=-1)
rmse = np.sqrt(-scores.mean())
return rmse
# Create a new study for fine-tuning
refined_study = optuna.create_study(direction='minimize')
refined_study.optimize(refined_objective, n_trials=50) # More focused fine-tuning with 50 trials
# Print the new best parameters and RMSE
print("Refined Best Trial:", refined_study.best_trial.params)
print("Refined Best RMSE:", refined_study.best_value)
[I 2025-01-06 22:09:33,426] A new study created in memory with name: no-name-cd4f6121-3b45-43b2-a5ff-71e184d4cb0f
[I 2025-01-06 22:11:18,727] Trial 0 finished with value: 28830.205861033748 and parameters: {'learning_rate': 0.11593435474666526, 'n_estimators': 962, 'max_depth': 8, 'subsample': 0.9829322558260262, 'colsample_bytree': 0.552458170048122, 'min_child_weight': 4, 'reg_alpha': 0.3952458116753995, 'reg_lambda': 4.1426956639363235, 'gamma': 0.5483139121261398}. Best is trial 0 with value: 28830.205861033748.
[I 2025-01-06 22:13:34,970] Trial 1 finished with value: 28431.71544342381 and parameters: {'learning_rate': 0.12549996913889588, 'n_estimators': 1077, 'max_depth': 9, 'subsample': 0.9873644036813314, 'colsample_bytree': 0.5012041120461624, 'min_child_weight': 2, 'reg_alpha': 0.3932712201251216, 'reg_lambda': 4.569680666290502, 'gamma': 0.5688264762319128}. Best is trial 1 with value: 28431.71544342381.
[I 2025-01-06 22:15:24,401] Trial 2 finished with value: 28715.01199661545 and parameters: {'learning_rate': 0.1139477164835283, 'n_estimators': 1035, 'max_depth': 8, 'subsample': 0.9381971537718108, 'colsample_bytree': 0.5870256990305573, 'min_child_weight': 4, 'reg_alpha': 0.37298118090515253, 'reg_lambda': 4.849870825870515, 'gamma': 0.5464184955849422}. Best is trial 1 with value: 28431.71544342381.
[I 2025-01-06 22:17:06,511] Trial 3 finished with value: 28824.955951756772 and parameters: {'learning_rate': 0.11091296433564324, 'n_estimators': 998, 'max_depth': 8, 'subsample': 0.9729572993322801, 'colsample_bytree': 0.5728800731442248, 'min_child_weight': 2, 'reg_alpha': 0.3782617872079413, 'reg_lambda': 4.268005297645875, 'gamma': 0.6206458585389623}. Best is trial 1 with value: 28431.71544342381.
[I 2025-01-06 22:19:31,589] Trial 4 finished with value: 28487.859563448485 and parameters: {'learning_rate': 0.12959492888178115, 'n_estimators': 935, 'max_depth': 11, 'subsample': 0.95473959303897, 'colsample_bytree': 0.5396702333610157, 'min_child_weight': 4, 'reg_alpha': 0.3737556226717602, 'reg_lambda': 4.12696859940595, 'gamma': 0.6248672922616689}. Best is trial 1 with value: 28431.71544342381.
[I 2025-01-06 22:21:15,295] Trial 5 finished with value: 28424.269074756314 and parameters: {'learning_rate': 0.127053004155693, 'n_estimators': 892, 'max_depth': 9, 'subsample': 0.9513524881671257, 'colsample_bytree': 0.5920962234998501, 'min_child_weight': 1, 'reg_alpha': 0.3748678904825366, 'reg_lambda': 4.5782453015348334, 'gamma': 0.5494958977840193}. Best is trial 5 with value: 28424.269074756314.
[I 2025-01-06 22:24:13,285] Trial 6 finished with value: 28836.95691144639 and parameters: {'learning_rate': 0.11150342245221348, 'n_estimators': 977, 'max_depth': 12, 'subsample': 0.9243990607576826, 'colsample_bytree': 0.5855848547744078, 'min_child_weight': 1, 'reg_alpha': 0.39379385679046314, 'reg_lambda': 4.3425205187335605, 'gamma': 0.613293535713076}. Best is trial 5 with value: 28424.269074756314.
[I 2025-01-06 22:26:06,037] Trial 7 finished with value: 28537.382905118277 and parameters: {'learning_rate': 0.1397577227026362, 'n_estimators': 956, 'max_depth': 9, 'subsample': 0.9332879546740179, 'colsample_bytree': 0.544562426485195, 'min_child_weight': 1, 'reg_alpha': 0.41216376243793185, 'reg_lambda': 4.317807513195907, 'gamma': 0.6169482431523425}. Best is trial 5 with value: 28424.269074756314.
[I 2025-01-06 22:28:12,129] Trial 8 finished with value: 28370.163372802206 and parameters: {'learning_rate': 0.11023450465947794, 'n_estimators': 942, 'max_depth': 10, 'subsample': 0.9394520605940625, 'colsample_bytree': 0.5878286158357646, 'min_child_weight': 4, 'reg_alpha': 0.3837222387729974, 'reg_lambda': 4.57005676138884, 'gamma': 0.5913928532281416}. Best is trial 8 with value: 28370.163372802206.
[I 2025-01-06 22:30:34,869] Trial 9 finished with value: 28411.01240693584 and parameters: {'learning_rate': 0.10565862642263422, 'n_estimators': 1046, 'max_depth': 10, 'subsample': 0.9492855356585751, 'colsample_bytree': 0.5428594783371354, 'min_child_weight': 4, 'reg_alpha': 0.40921683625092703, 'reg_lambda': 4.340451001466063, 'gamma': 0.6128898803173938}. Best is trial 8 with value: 28370.163372802206.
[I 2025-01-06 22:32:56,545] Trial 10 finished with value: 28388.105724828674 and parameters: {'learning_rate': 0.10251796059328637, 'n_estimators': 887, 'max_depth': 11, 'subsample': 0.9633648918502382, 'colsample_bytree': 0.5639572840689371, 'min_child_weight': 3, 'reg_alpha': 0.3833837888718856, 'reg_lambda': 3.92659094462799, 'gamma': 0.583543351120254}. Best is trial 8 with value: 28370.163372802206.
[I 2025-01-06 22:35:15,652] Trial 11 finished with value: 28371.908597067893 and parameters: {'learning_rate': 0.10115277549938245, 'n_estimators': 878, 'max_depth': 11, 'subsample': 0.9693118142564024, 'colsample_bytree': 0.5667364866198641, 'min_child_weight': 3, 'reg_alpha': 0.3832833499020528, 'reg_lambda': 3.989585367363175, 'gamma': 0.5861562237242455}. Best is trial 8 with value: 28370.163372802206.
[I 2025-01-06 22:37:35,383] Trial 12 finished with value: 28341.582975330042 and parameters: {'learning_rate': 0.1012838780169053, 'n_estimators': 917, 'max_depth': 11, 'subsample': 0.9667096647494109, 'colsample_bytree': 0.5999374768481627, 'min_child_weight': 3, 'reg_alpha': 0.38507373021585695, 'reg_lambda': 4.579679832330937, 'gamma': 0.5928670090622716}. Best is trial 12 with value: 28341.582975330042.
[I 2025-01-06 22:39:33,980] Trial 13 finished with value: 28239.07975936866 and parameters: {'learning_rate': 0.1054304153410666, 'n_estimators': 925, 'max_depth': 10, 'subsample': 0.9950705261882417, 'colsample_bytree': 0.6002792100706928, 'min_child_weight': 3, 'reg_alpha': 0.38619175634455416, 'reg_lambda': 4.591913149467848, 'gamma': 0.6422218743578408}. Best is trial 13 with value: 28239.07975936866.
[I 2025-01-06 22:42:31,057] Trial 14 finished with value: 28396.45904795677 and parameters: {'learning_rate': 0.10568805279476154, 'n_estimators': 920, 'max_depth': 12, 'subsample': 0.9968730588978607, 'colsample_bytree': 0.5999608534854249, 'min_child_weight': 3, 'reg_alpha': 0.39963082498337743, 'reg_lambda': 4.756890384153006, 'gamma': 0.6440691372234254}. Best is trial 13 with value: 28239.07975936866.
[I 2025-01-06 22:45:20,197] Trial 15 finished with value: 28300.707231620778 and parameters: {'learning_rate': 0.11908338766440175, 'n_estimators': 917, 'max_depth': 11, 'subsample': 0.9954530786493924, 'colsample_bytree': 0.6005199231375546, 'min_child_weight': 2, 'reg_alpha': 0.3874602933767323, 'reg_lambda': 4.692505349994964, 'gamma': 0.6357577622854125}. Best is trial 13 with value: 28239.07975936866.
[I 2025-01-06 22:47:48,535] Trial 16 finished with value: 28305.315804236252 and parameters: {'learning_rate': 0.11958392260577577, 'n_estimators': 909, 'max_depth': 10, 'subsample': 0.9957482941968365, 'colsample_bytree': 0.522732656388637, 'min_child_weight': 2, 'reg_alpha': 0.3879955117518234, 'reg_lambda': 4.718502517897032, 'gamma': 0.6428220982862325}. Best is trial 13 with value: 28239.07975936866.
[I 2025-01-06 22:51:02,072] Trial 17 finished with value: 28748.720754356887 and parameters: {'learning_rate': 0.13440428115512051, 'n_estimators': 1009, 'max_depth': 12, 'subsample': 0.9818298037853144, 'colsample_bytree': 0.5743690916849384, 'min_child_weight': 2, 'reg_alpha': 0.4004513257494081, 'reg_lambda': 4.697248321148377, 'gamma': 0.6332555678866318}. Best is trial 13 with value: 28239.07975936866.
[I 2025-01-06 22:53:41,091] Trial 18 finished with value: 28361.3755941151 and parameters: {'learning_rate': 0.12441323510544733, 'n_estimators': 935, 'max_depth': 11, 'subsample': 0.999142512485172, 'colsample_bytree': 0.5768764125707635, 'min_child_weight': 2, 'reg_alpha': 0.3890037110449369, 'reg_lambda': 4.467606394608409, 'gamma': 0.6322260503351653}. Best is trial 13 with value: 28239.07975936866.
[I 2025-01-06 22:55:53,066] Trial 19 finished with value: 28340.78014941388 and parameters: {'learning_rate': 0.11966880203801407, 'n_estimators': 900, 'max_depth': 10, 'subsample': 0.988335739159191, 'colsample_bytree': 0.5258895045019659, 'min_child_weight': 3, 'reg_alpha': 0.37833845188439336, 'reg_lambda': 4.87456998763531, 'gamma': 0.6039035968541828}. Best is trial 13 with value: 28239.07975936866.
[I 2025-01-06 22:58:00,044] Trial 20 finished with value: 28511.484856392246 and parameters: {'learning_rate': 0.10769266568973897, 'n_estimators': 983, 'max_depth': 9, 'subsample': 0.975282632309298, 'colsample_bytree': 0.5577819843074742, 'min_child_weight': 2, 'reg_alpha': 0.3986930757575211, 'reg_lambda': 4.459609444946322, 'gamma': 0.6325274776031569}. Best is trial 13 with value: 28239.07975936866.
[I 2025-01-06 23:00:09,574] Trial 21 finished with value: 28318.056707308133 and parameters: {'learning_rate': 0.11868493905372433, 'n_estimators': 912, 'max_depth': 10, 'subsample': 0.993151123660397, 'colsample_bytree': 0.5232116050285828, 'min_child_weight': 2, 'reg_alpha': 0.38839029685427007, 'reg_lambda': 4.696164844990161, 'gamma': 0.6442073824846074}. Best is trial 13 with value: 28239.07975936866.
[I 2025-01-06 23:03:09,207] Trial 22 finished with value: 28332.092368155823 and parameters: {'learning_rate': 0.12256986933179558, 'n_estimators': 907, 'max_depth': 10, 'subsample': 0.9914302368944126, 'colsample_bytree': 0.5011102405692472, 'min_child_weight': 2, 'reg_alpha': 0.3883089647273598, 'reg_lambda': 4.759335884682384, 'gamma': 0.6366583181348421}. Best is trial 13 with value: 28239.07975936866.
[I 2025-01-06 23:06:48,199] Trial 23 finished with value: 28364.740896497664 and parameters: {'learning_rate': 0.11597115406101788, 'n_estimators': 929, 'max_depth': 10, 'subsample': 0.9800903057409363, 'colsample_bytree': 0.5145711911963684, 'min_child_weight': 3, 'reg_alpha': 0.3788753676191809, 'reg_lambda': 4.72540841363365, 'gamma': 0.62409407964258}. Best is trial 13 with value: 28239.07975936866.
[I 2025-01-06 23:09:22,394] Trial 24 finished with value: 28401.988651258762 and parameters: {'learning_rate': 0.1315238671913385, 'n_estimators': 952, 'max_depth': 11, 'subsample': 0.9959966665960027, 'colsample_bytree': 0.5155345690983996, 'min_child_weight': 1, 'reg_alpha': 0.3899709816264852, 'reg_lambda': 4.636090539727537, 'gamma': 0.6056383561094184}. Best is trial 13 with value: 28239.07975936866.
[I 2025-01-06 23:11:33,253] Trial 25 finished with value: 28338.394904639983 and parameters: {'learning_rate': 0.1216654051752341, 'n_estimators': 901, 'max_depth': 10, 'subsample': 0.9879771697705677, 'colsample_bytree': 0.5334583517409929, 'min_child_weight': 2, 'reg_alpha': 0.3859992986095877, 'reg_lambda': 4.46654879671979, 'gamma': 0.6401370542568505}. Best is trial 13 with value: 28239.07975936866.
[I 2025-01-06 23:13:32,169] Trial 26 finished with value: 28356.67290462429 and parameters: {'learning_rate': 0.11767416286656636, 'n_estimators': 923, 'max_depth': 9, 'subsample': 0.9997292485633799, 'colsample_bytree': 0.5932541020638347, 'min_child_weight': 3, 'reg_alpha': 0.3809667425519981, 'reg_lambda': 4.824012626241496, 'gamma': 0.6267909177838481}. Best is trial 13 with value: 28239.07975936866.
[I 2025-01-06 23:16:05,359] Trial 27 finished with value: 28460.29693078958 and parameters: {'learning_rate': 0.13636440761575036, 'n_estimators': 878, 'max_depth': 11, 'subsample': 0.9766402299661239, 'colsample_bytree': 0.5827230642955502, 'min_child_weight': 2, 'reg_alpha': 0.3901455465684543, 'reg_lambda': 4.63808358121816, 'gamma': 0.6030508627089091}. Best is trial 13 with value: 28239.07975936866.
[I 2025-01-06 23:18:28,820] Trial 28 finished with value: 28342.541902812325 and parameters: {'learning_rate': 0.1129526366296222, 'n_estimators': 948, 'max_depth': 10, 'subsample': 0.983589029928138, 'colsample_bytree': 0.5109051060730355, 'min_child_weight': 1, 'reg_alpha': 0.39674591911321483, 'reg_lambda': 4.796277393651854, 'gamma': 0.6370277242476341}. Best is trial 13 with value: 28239.07975936866.
[I 2025-01-06 23:21:29,620] Trial 29 finished with value: 28552.422396941784 and parameters: {'learning_rate': 0.11558541855653927, 'n_estimators': 967, 'max_depth': 12, 'subsample': 0.9917356238653797, 'colsample_bytree': 0.5517852088764427, 'min_child_weight': 3, 'reg_alpha': 0.3917908501368336, 'reg_lambda': 4.638472271957854, 'gamma': 0.6297639925820382}. Best is trial 13 with value: 28239.07975936866.
[I 2025-01-06 23:24:22,010] Trial 30 finished with value: 28437.941638724446 and parameters: {'learning_rate': 0.12868424468699374, 'n_estimators': 963, 'max_depth': 11, 'subsample': 0.9849877472269345, 'colsample_bytree': 0.5346727749883783, 'min_child_weight': 2, 'reg_alpha': 0.4035627311302422, 'reg_lambda': 4.506777077761347, 'gamma': 0.5733238298386762}. Best is trial 13 with value: 28239.07975936866.
[I 2025-01-06 23:26:44,519] Trial 31 finished with value: 28321.872007370937 and parameters: {'learning_rate': 0.11921037196509081, 'n_estimators': 912, 'max_depth': 10, 'subsample': 0.9932101907565055, 'colsample_bytree': 0.5274330366871185, 'min_child_weight': 2, 'reg_alpha': 0.3871189886623903, 'reg_lambda': 4.666482951418016, 'gamma': 0.6439749125304494}. Best is trial 13 with value: 28239.07975936866.
[I 2025-01-06 23:29:07,411] Trial 32 finished with value: 28323.436742051435 and parameters: {'learning_rate': 0.12340085030485681, 'n_estimators': 907, 'max_depth': 10, 'subsample': 0.9928218035045479, 'colsample_bytree': 0.5228130002016179, 'min_child_weight': 2, 'reg_alpha': 0.39187404184113184, 'reg_lambda': 4.896247477630614, 'gamma': 0.6409391141127361}. Best is trial 13 with value: 28239.07975936866.
[I 2025-01-06 23:31:11,239] Trial 33 finished with value: 28486.51303493683 and parameters: {'learning_rate': 0.11741467917690143, 'n_estimators': 894, 'max_depth': 9, 'subsample': 0.9882299643706416, 'colsample_bytree': 0.5082087502156426, 'min_child_weight': 2, 'reg_alpha': 0.395451006480692, 'reg_lambda': 4.789496264382342, 'gamma': 0.6368683047466874}. Best is trial 13 with value: 28239.07975936866.
[I 2025-01-06 23:33:41,014] Trial 34 finished with value: 28351.4279738481 and parameters: {'learning_rate': 0.11435167530641789, 'n_estimators': 927, 'max_depth': 10, 'subsample': 0.9789338832021528, 'colsample_bytree': 0.5232127591788879, 'min_child_weight': 2, 'reg_alpha': 0.3815166792987183, 'reg_lambda': 4.711011005286501, 'gamma': 0.643773595736913}. Best is trial 13 with value: 28239.07975936866.
[I 2025-01-06 23:36:04,151] Trial 35 finished with value: 28334.79564733604 and parameters: {'learning_rate': 0.12548383031484425, 'n_estimators': 941, 'max_depth': 10, 'subsample': 0.9958830102388009, 'colsample_bytree': 0.579992346519393, 'min_child_weight': 3, 'reg_alpha': 0.3872187886775049, 'reg_lambda': 4.530738993324508, 'gamma': 0.6200610297724162}. Best is trial 13 with value: 28239.07975936866.
[I 2025-01-06 23:37:48,761] Trial 36 finished with value: 28676.24358100283 and parameters: {'learning_rate': 0.1198180651850894, 'n_estimators': 914, 'max_depth': 8, 'subsample': 0.9721225727478732, 'colsample_bytree': 0.594266737154179, 'min_child_weight': 2, 'reg_alpha': 0.39099685909784376, 'reg_lambda': 4.604521804898101, 'gamma': 0.5529830219696411}. Best is trial 13 with value: 28239.07975936866.
[I 2025-01-06 23:40:13,354] Trial 37 finished with value: 28441.62176820728 and parameters: {'learning_rate': 0.10963566145742326, 'n_estimators': 1072, 'max_depth': 9, 'subsample': 0.9855188462299043, 'colsample_bytree': 0.5328050384606874, 'min_child_weight': 1, 'reg_alpha': 0.3934634904700332, 'reg_lambda': 4.403309038082282, 'gamma': 0.6263636303039504}. Best is trial 13 with value: 28239.07975936866.
[I 2025-01-06 23:42:17,714] Trial 38 finished with value: 28533.54677162316 and parameters: {'learning_rate': 0.11261265832019049, 'n_estimators': 891, 'max_depth': 9, 'subsample': 0.9594880903186002, 'colsample_bytree': 0.5470131103054755, 'min_child_weight': 2, 'reg_alpha': 0.38127723661594304, 'reg_lambda': 4.167586692919786, 'gamma': 0.6364247467796416}. Best is trial 13 with value: 28239.07975936866.
[I 2025-01-06 23:45:09,696] Trial 39 finished with value: 28364.49983892597 and parameters: {'learning_rate': 0.1266414519676605, 'n_estimators': 936, 'max_depth': 11, 'subsample': 0.9999014805939194, 'colsample_bytree': 0.5585098343704116, 'min_child_weight': 1, 'reg_alpha': 0.3754860142438945, 'reg_lambda': 4.6844283318699045, 'gamma': 0.5583607536528187}. Best is trial 13 with value: 28239.07975936866.
[I 2025-01-06 23:46:55,689] Trial 40 finished with value: 28792.669811281048 and parameters: {'learning_rate': 0.12166532631132689, 'n_estimators': 1003, 'max_depth': 8, 'subsample': 0.9919826207432335, 'colsample_bytree': 0.5182298711421941, 'min_child_weight': 4, 'reg_alpha': 0.38558420081776273, 'reg_lambda': 4.533512347823729, 'gamma': 0.610276871916211}. Best is trial 13 with value: 28239.07975936866.
[I 2025-01-06 23:49:20,790] Trial 41 finished with value: 28324.63484739828 and parameters: {'learning_rate': 0.11818360492914545, 'n_estimators': 911, 'max_depth': 10, 'subsample': 0.9935832869014506, 'colsample_bytree': 0.5271808056112414, 'min_child_weight': 2, 'reg_alpha': 0.3877763343443163, 'reg_lambda': 4.652992029819708, 'gamma': 0.6441776119177325}. Best is trial 13 with value: 28239.07975936866.
[I 2025-01-07 08:28:02,915] Trial 42 finished with value: 28338.85074283453 and parameters: {'learning_rate': 0.11933660063964321, 'n_estimators': 901, 'max_depth': 10, 'subsample': 0.9894107377285601, 'colsample_bytree': 0.5067446008491047, 'min_child_weight': 2, 'reg_alpha': 0.38703289360117776, 'reg_lambda': 4.747137220185193, 'gamma': 0.6391900256347167}. Best is trial 13 with value: 28239.07975936866.
[I 2025-01-07 08:29:59,724] Trial 43 finished with value: 28320.806899656225 and parameters: {'learning_rate': 0.1161638857357776, 'n_estimators': 919, 'max_depth': 10, 'subsample': 0.9949138993555642, 'colsample_bytree': 0.5365157403291733, 'min_child_weight': 2, 'reg_alpha': 0.38415306248405573, 'reg_lambda': 4.821575626284419, 'gamma': 0.6315113158192729}. Best is trial 13 with value: 28239.07975936866.
[I 2025-01-07 08:31:57,582] Trial 44 finished with value: 28312.45321263881 and parameters: {'learning_rate': 0.11554471160998196, 'n_estimators': 929, 'max_depth': 10, 'subsample': 0.9957833020312093, 'colsample_bytree': 0.5390395739505645, 'min_child_weight': 2, 'reg_alpha': 0.38443157845429554, 'reg_lambda': 4.8001181516120255, 'gamma': 0.6199307449236486}. Best is trial 13 with value: 28239.07975936866.
[I 2025-01-07 08:34:13,816] Trial 45 finished with value: 28419.35596897614 and parameters: {'learning_rate': 0.10780774069701052, 'n_estimators': 974, 'max_depth': 10, 'subsample': 0.9429900532117044, 'colsample_bytree': 0.540243644789037, 'min_child_weight': 3, 'reg_alpha': 0.38249688320829245, 'reg_lambda': 4.821121791759414, 'gamma': 0.6274959335785683}. Best is trial 13 with value: 28239.07975936866.
[I 2025-01-07 08:35:59,819] Trial 46 finished with value: 28347.067361227513 and parameters: {'learning_rate': 0.1147837909418649, 'n_estimators': 928, 'max_depth': 9, 'subsample': 0.997095148151208, 'colsample_bytree': 0.5887695348332117, 'min_child_weight': 2, 'reg_alpha': 0.38033867991830345, 'reg_lambda': 4.6032009914029235, 'gamma': 0.6232525526703376}. Best is trial 13 with value: 28239.07975936866.
[I 2025-01-07 08:38:22,251] Trial 47 finished with value: 28350.800300766896 and parameters: {'learning_rate': 0.10386562194754048, 'n_estimators': 947, 'max_depth': 11, 'subsample': 0.9819391096375089, 'colsample_bytree': 0.5686174392999154, 'min_child_weight': 1, 'reg_alpha': 0.3849965308310391, 'reg_lambda': 4.853363979987389, 'gamma': 0.6177658126286006}. Best is trial 13 with value: 28239.07975936866.
[I 2025-01-07 08:40:25,840] Trial 48 finished with value: 28293.562870180733 and parameters: {'learning_rate': 0.11136678592537877, 'n_estimators': 1018, 'max_depth': 10, 'subsample': 0.9851488422339606, 'colsample_bytree': 0.5958989579488412, 'min_child_weight': 3, 'reg_alpha': 0.3763266589984477, 'reg_lambda': 4.707930134598801, 'gamma': 0.6337596882627462}. Best is trial 13 with value: 28239.07975936866.
[I 2025-01-07 08:42:12,571] Trial 49 finished with value: 28388.368077272058 and parameters: {'learning_rate': 0.11088113578173034, 'n_estimators': 1021, 'max_depth': 9, 'subsample': 0.9864735293502079, 'colsample_bytree': 0.597157862511287, 'min_child_weight': 4, 'reg_alpha': 0.37599150367392814, 'reg_lambda': 4.77107810652006, 'gamma': 0.6345620456954132}. Best is trial 13 with value: 28239.07975936866.
Refined Best Trial: {'learning_rate': 0.1054304153410666, 'n_estimators': 925, 'max_depth': 10, 'subsample': 0.9950705261882417, 'colsample_bytree': 0.6002792100706928, 'min_child_weight': 3, 'reg_alpha': 0.38619175634455416, 'reg_lambda': 4.591913149467848, 'gamma': 0.6422218743578408}
Refined Best RMSE: 28239.07975936866
In [32]:
optuna.visualization.plot_param_importances(study).show()
optuna.visualization.plot_optimization_history(study).show()
In [33]:
best_params_v2 = refined_study.best_trial.params
final_model_v2 = XGBRegressor(**best_params_v2, random_state=42)
In [34]:
# Plot Learning Curve
def plot_learning_curve(estimator, X, y, cv, scoring, train_sizes=np.linspace(0.1, 1.0, 10)):
train_sizes, train_scores, valid_scores = learning_curve(
estimator, X, y, cv=cv, scoring=scoring, train_sizes=train_sizes, n_jobs=-1
)
train_mean = np.mean(train_scores, axis=1)
valid_mean = np.mean(valid_scores, axis=1)
plt.figure(figsize=(10, 6))
plt.plot(train_sizes, train_mean, label="Training score", color="blue")
plt.plot(train_sizes, valid_mean, label="Validation score", color="orange")
plt.title("Learning Curve")
plt.xlabel("Training Set Size")
plt.ylabel(scoring)
plt.legend(loc="best")
plt.grid()
plt.show()
# Residual Plot
def plot_residuals(y_true, y_pred):
residuals = y_true - y_pred
plt.figure(figsize=(10, 6))
sns.scatterplot(x=y_pred, y=residuals, alpha=0.6)
plt.axhline(0, color='red', linestyle='--')
plt.title("Residual Plot")
plt.xlabel("Predicted Values")
plt.ylabel("Residuals")
plt.grid()
plt.show()
# Prediction vs. Actual Plot
def plot_predictions(y_true, y_pred):
plt.figure(figsize=(10, 6))
sns.scatterplot(x=y_true, y=y_pred, alpha=0.6)
plt.plot([y_true.min(), y_true.max()], [y_true.min(), y_true.max()], color='red', linestyle='--')
plt.title("Prediction vs. Actual")
plt.xlabel("Actual Values")
plt.ylabel("Predicted Values")
plt.grid()
plt.show()
# Error Distribution Plot
def plot_error_distribution(y_true, y_pred):
errors = y_true - y_pred
plt.figure(figsize=(10, 6))
sns.histplot(errors, bins=30, kde=True)
plt.title("Error Distribution")
plt.xlabel("Prediction Error")
plt.ylabel("Frequency")
plt.grid()
plt.show()
# Perform K-Fold Cross-Validation
kf = KFold(n_splits=5, shuffle=True, random_state=42)
scores = cross_val_score(final_model_v2, X_train, y_train, cv=kf, scoring='r2', n_jobs=-1)
print(f"Cross-Validation R^2 Scores: {scores}")
print(f"Mean R^2: {np.mean(scores):.4f}, Std: {np.std(scores):.4f}")
# Fit model on full training data and evaluate on test set
final_model_v2.fit(X_train, y_train)
y_pred = final_model_v2.predict(X_test)
# Test Metrics
print(f"Test MSE: {mean_squared_error(y_test, y_pred):.4f}")
print(f"Test MAE: {mean_absolute_error(y_test, y_pred):.4f}")
print(f"Test R^2: {r2_score(y_test, y_pred):.4f}")
print(f"Explained Variance: {explained_variance_score(y_test, y_pred):.4f}")
print(f"Mean Absolute Percentage Error (MAPE): {mean_absolute_percentage_error(y_test, y_pred):.4f}")
# Plot Feature Importance
plot_importance(final_model_v2, importance_type='weight', max_num_features=10, title="Feature Importance")
plt.show()
# Plot Graphs
plot_learning_curve(final_model_v2, X_train, y_train, cv=kf, scoring='r2')
plot_residuals(y_test, y_pred)
plot_predictions(y_test, y_pred)
plot_error_distribution(y_test, y_pred)
Cross-Validation R^2 Scores: [0.97105994 0.97094282 0.97144192 0.97121716 0.97081123] Mean R^2: 0.9711, Std: 0.0002 Test MSE: 799147389.3384 Test MAE: 18169.3349 Test R^2: 0.9710 Explained Variance: 0.9710 Mean Absolute Percentage Error (MAPE): 0.0646
c:\Users\firas\anaconda3\Lib\site-packages\seaborn\_oldcore.py:1119: FutureWarning: use_inf_as_na option is deprecated and will be removed in a future version. Convert inf values to NaN before operating instead.
In [ ]:
y_pred = final_model_v2.predict(X_test)
# Metrics
mae = mean_absolute_error(y_test, y_pred)
mse = mean_squared_error(y_test, y_pred)
r2 = r2_score(y_test, y_pred)
# Create the scatter plot
plt.figure(figsize=(8, 6))
plt.scatter(y_test, y_pred, alpha=0.7, color='blue', label='Predictions')
plt.plot([min(y_test), max(y_test)], [min(y_test), max(y_test)], color='red', linestyle='--', label='Ideal Fit')
# Add labels, title, and legend
plt.xlabel("Actual Prices")
plt.ylabel("Predicted Prices")
plt.title("Predicted Prices vs Actual Prices")
plt.legend()
plt.grid(alpha=0.3)
# Display the metrics on the plot
metrics_text = f"MAE: {mae:.2f}\nMSE: {mse:.2f}\nR²: {r2:.4f}"
plt.gca().text(0.75, 0.15, metrics_text, transform=plt.gca().transAxes, fontsize=12, verticalalignment='top',
bbox=dict(boxstyle="round", alpha=0.5, color="lightblue"))
# Display the plot
plt.show()
In [35]:
# Create a DataFrame to hold predictions and actual values
results_df = pd.DataFrame({
'year': X_test['new_date'],
'y_test': y_test,
'xgb_pred': y_pred
})
# Group by year and calculate median
median_results = results_df.groupby('year').median().reset_index()
# Scatter plot
plt.figure(figsize=(10, 6))
plt.scatter(median_results['year'], median_results['y_test'], color='blue', label='Actual (Median)', alpha=0.7)
plt.scatter(median_results['year'], median_results['xgb_pred'], color='orange', label='Predicted (Median)', alpha=0.7)
# Add labels, title, and legend
plt.xlabel("Year")
plt.ylabel("Median Prices")
plt.title("Median Actual vs Predicted Prices by Year")
plt.legend()
plt.grid(alpha=0.3)
# Show the plot
plt.show()
In [36]:
joblib.dump(final_model_v2,'new_model_v1.pkl')
Out[36]:
['new_model_v1.pkl']
In [ ]:
# Predictions
y_pred_rf = rf_model.predict(X_test)
y_pred_xgb = xgb_model.predict(X_test)
# Evaluate Models
rf_mae = mean_absolute_error(y_test, y_pred_rf)
xgb_mae = mean_absolute_error(y_test, y_pred_xgb)
rf_mse = mean_squared_error(y_test, y_pred_rf)
xgb_mse = mean_squared_error(y_test, y_pred_xgb)
rf_r2 = r2_score(y_test, y_pred_rf)
xgb_r2 = r2_score(y_test, y_pred_xgb)
print(f"Random Forest MSE: {rf_mse:.2f}, R²: {rf_r2:.2f}")
print(f"XGBoost MSE: {xgb_mse:.2f}, R²: {xgb_r2:.2f}")
# Ensemble (Averaging Predictions)
ensemble_pred = (y_pred_rf + y_pred_xgb) / 2
ensemble_mae = mean_absolute_error(y_test,ensemble_pred)
ensemble_mse = mean_squared_error(y_test, ensemble_pred)
ensemble_r2 = r2_score(y_test, ensemble_pred)
print(f"Ensemble MSE: {ensemble_mse:.2f}, R²: {ensemble_r2:.2f}")
# Create the scatter plot
plt.figure(figsize=(8, 6))
plt.scatter(y_test, ensemble_pred, alpha=0.7, color='blue', label='Predictions')
plt.plot([min(y_test), max(y_test)], [min(y_test), max(y_test)], color='red', linestyle='--', label='Ideal Fit')
# Add labels, title, and legend
plt.xlabel("Actual Prices")
plt.ylabel("Predicted Prices")
plt.title("Predicted Prices vs Actual Prices")
plt.legend()
plt.grid(alpha=0.3)
# Display the metrics on the plot
metrics_text = f"MAE: {ensemble_mae:.2f}\nMSE: {ensemble_mse:.2f}\nR²: {ensemble_r2:.4f}"
plt.gca().text(0.75, 0.15, metrics_text, transform=plt.gca().transAxes, fontsize=12, verticalalignment='top',
bbox=dict(boxstyle="round", alpha=0.5, color="lightblue"))
# Display the plot
plt.show()
Random Forest MSE: 1037976499.05, R²: 0.96 XGBoost MSE: 937943215.92, R²: 0.97 Ensemble MSE: 925207277.16, R²: 0.97
In [ ]:
from sklearn.metrics import mean_squared_error
train_losses = []
val_losses = []
for train_size in train_sizes:
X_partial = X_train[:train_size]
y_partial = y_train[:train_size]
model = RandomForestRegressor(random_state=42)
model.fit(X_partial, y_partial)
# Training Loss
train_pred = model.predict(X_partial)
train_loss = mean_squared_error(y_partial, train_pred)
train_losses.append(train_loss)
# Validation Loss
val_pred = model.predict(X_test)
val_loss = mean_squared_error(y_test, val_pred)
val_losses.append(val_loss)
In [19]:
import xgboost as xgb
# Define the model with early stopping and loss tracking
model = xgb.XGBRegressor(objective='reg:squarederror', eval_metric='rmse', random_state=42)
eval_set = [(X_train, y_train), (X_test, y_test)]
model.fit(X_train, y_train, eval_set=eval_set, verbose=True)
# Extract training and validation loss
results = model.evals_result()
train_loss = results['validation_0']['rmse']
val_loss = results['validation_1']['rmse']
[0] validation_0-rmse:125611.62118 validation_1-rmse:125289.30973 [1] validation_0-rmse:98553.60555 validation_1-rmse:98249.13385 [2] validation_0-rmse:80570.44763 validation_1-rmse:80362.35759 [3] validation_0-rmse:69467.05530 validation_1-rmse:69324.77475 [4] validation_0-rmse:61325.88421 validation_1-rmse:61225.07813 [5] validation_0-rmse:56488.72109 validation_1-rmse:56445.39425 [6] validation_0-rmse:52264.89560 validation_1-rmse:52301.79123 [7] validation_0-rmse:50154.73763 validation_1-rmse:50256.89439 [8] validation_0-rmse:47071.30442 validation_1-rmse:47288.19080 [9] validation_0-rmse:45438.40044 validation_1-rmse:45741.26119 [10] validation_0-rmse:43544.53872 validation_1-rmse:43942.07068 [11] validation_0-rmse:42520.61313 validation_1-rmse:42961.48343 [12] validation_0-rmse:41011.04519 validation_1-rmse:41506.26356 [13] validation_0-rmse:40513.48087 validation_1-rmse:41054.41125 [14] validation_0-rmse:39964.21276 validation_1-rmse:40558.86071 [15] validation_0-rmse:39474.21278 validation_1-rmse:40091.79090 [16] validation_0-rmse:39174.19044 validation_1-rmse:39822.39267 [17] validation_0-rmse:38993.25634 validation_1-rmse:39661.44558 [18] validation_0-rmse:38820.04857 validation_1-rmse:39507.94319 [19] validation_0-rmse:38159.82441 validation_1-rmse:38869.97005 [20] validation_0-rmse:37826.03294 validation_1-rmse:38535.62576 [21] validation_0-rmse:37544.31307 validation_1-rmse:38284.47946 [22] validation_0-rmse:37335.88821 validation_1-rmse:38062.03927 [23] validation_0-rmse:36956.71706 validation_1-rmse:37671.80824 [24] validation_0-rmse:36751.57735 validation_1-rmse:37461.56173 [25] validation_0-rmse:36439.76186 validation_1-rmse:37188.40862 [26] validation_0-rmse:36161.89663 validation_1-rmse:36918.76364 [27] validation_0-rmse:36084.10854 validation_1-rmse:36827.81165 [28] validation_0-rmse:35811.19687 validation_1-rmse:36573.44232 [29] validation_0-rmse:35677.04812 validation_1-rmse:36432.72472 [30] validation_0-rmse:35481.19000 validation_1-rmse:36255.54282 [31] validation_0-rmse:35331.20327 validation_1-rmse:36116.91781 [32] validation_0-rmse:35231.45018 validation_1-rmse:36031.78367 [33] validation_0-rmse:35087.54768 validation_1-rmse:35902.88320 [34] validation_0-rmse:34986.52053 validation_1-rmse:35809.21041 [35] validation_0-rmse:34886.32458 validation_1-rmse:35723.09855 [36] validation_0-rmse:34784.97077 validation_1-rmse:35617.16891 [37] validation_0-rmse:34742.40546 validation_1-rmse:35581.35095 [38] validation_0-rmse:34702.02481 validation_1-rmse:35544.51667 [39] validation_0-rmse:34648.15955 validation_1-rmse:35490.66630 [40] validation_0-rmse:34572.66731 validation_1-rmse:35421.58018 [41] validation_0-rmse:34478.22821 validation_1-rmse:35329.23049 [42] validation_0-rmse:34316.98725 validation_1-rmse:35193.15101 [43] validation_0-rmse:34225.97852 validation_1-rmse:35107.32012 [44] validation_0-rmse:34147.57625 validation_1-rmse:35035.68668 [45] validation_0-rmse:34122.06284 validation_1-rmse:35013.60284 [46] validation_0-rmse:33970.66805 validation_1-rmse:34881.01593 [47] validation_0-rmse:33864.86826 validation_1-rmse:34790.05074 [48] validation_0-rmse:33770.70955 validation_1-rmse:34707.05037 [49] validation_0-rmse:33615.07662 validation_1-rmse:34563.78202 [50] validation_0-rmse:33579.35982 validation_1-rmse:34530.99529 [51] validation_0-rmse:33516.16393 validation_1-rmse:34487.99212 [52] validation_0-rmse:33418.72300 validation_1-rmse:34397.57097 [53] validation_0-rmse:33372.23406 validation_1-rmse:34365.40720 [54] validation_0-rmse:33336.84675 validation_1-rmse:34334.87874 [55] validation_0-rmse:33289.06915 validation_1-rmse:34302.13047 [56] validation_0-rmse:33274.30484 validation_1-rmse:34288.14901 [57] validation_0-rmse:33218.85008 validation_1-rmse:34233.34643 [58] validation_0-rmse:33195.18141 validation_1-rmse:34216.85234 [59] validation_0-rmse:33129.91897 validation_1-rmse:34158.67923 [60] validation_0-rmse:33065.27951 validation_1-rmse:34095.00893 [61] validation_0-rmse:32980.39067 validation_1-rmse:34014.47759 [62] validation_0-rmse:32946.14313 validation_1-rmse:33990.94999 [63] validation_0-rmse:32901.46387 validation_1-rmse:33952.47504 [64] validation_0-rmse:32876.38075 validation_1-rmse:33922.62066 [65] validation_0-rmse:32848.82036 validation_1-rmse:33894.74429 [66] validation_0-rmse:32726.90740 validation_1-rmse:33778.56401 [67] validation_0-rmse:32698.48623 validation_1-rmse:33761.67024 [68] validation_0-rmse:32659.80802 validation_1-rmse:33721.29675 [69] validation_0-rmse:32628.37614 validation_1-rmse:33700.90015 [70] validation_0-rmse:32555.23430 validation_1-rmse:33632.93400 [71] validation_0-rmse:32527.19317 validation_1-rmse:33610.06862 [72] validation_0-rmse:32485.14585 validation_1-rmse:33571.26188 [73] validation_0-rmse:32395.69413 validation_1-rmse:33494.95859 [74] validation_0-rmse:32373.81717 validation_1-rmse:33475.59348 [75] validation_0-rmse:32321.73208 validation_1-rmse:33425.86994 [76] validation_0-rmse:32260.65324 validation_1-rmse:33369.58087 [77] validation_0-rmse:32246.57128 validation_1-rmse:33360.79754 [78] validation_0-rmse:32181.37902 validation_1-rmse:33288.12975 [79] validation_0-rmse:32153.18143 validation_1-rmse:33274.70369 [80] validation_0-rmse:32139.89739 validation_1-rmse:33262.58251 [81] validation_0-rmse:32108.96077 validation_1-rmse:33238.68829 [82] validation_0-rmse:32074.69813 validation_1-rmse:33211.75092 [83] validation_0-rmse:32040.25011 validation_1-rmse:33182.13640 [84] validation_0-rmse:32002.90703 validation_1-rmse:33147.31279 [85] validation_0-rmse:31957.56568 validation_1-rmse:33111.39203 [86] validation_0-rmse:31922.50236 validation_1-rmse:33065.59728 [87] validation_0-rmse:31894.84992 validation_1-rmse:33049.48705 [88] validation_0-rmse:31882.32084 validation_1-rmse:33036.47290 [89] validation_0-rmse:31864.68837 validation_1-rmse:33026.82092 [90] validation_0-rmse:31862.65725 validation_1-rmse:33024.58566 [91] validation_0-rmse:31848.86137 validation_1-rmse:33012.17650 [92] validation_0-rmse:31807.09103 validation_1-rmse:32977.56110 [93] validation_0-rmse:31778.44593 validation_1-rmse:32951.23020 [94] validation_0-rmse:31752.63519 validation_1-rmse:32926.42590 [95] validation_0-rmse:31704.71158 validation_1-rmse:32876.15077 [96] validation_0-rmse:31651.74134 validation_1-rmse:32832.83808 [97] validation_0-rmse:31593.87314 validation_1-rmse:32770.92435 [98] validation_0-rmse:31559.99149 validation_1-rmse:32747.77037 [99] validation_0-rmse:31523.78066 validation_1-rmse:32710.00884
In [22]:
# Import necessary libraries
import numpy as np
import matplotlib.pyplot as plt
from sklearn.model_selection import learning_curve
from sklearn.ensemble import RandomForestRegressor
import xgboost as xgb
from sklearn.metrics import mean_squared_error
from sklearn.datasets import make_regression
from sklearn.model_selection import train_test_split
# Initialize models
rf_model = RandomForestRegressor(random_state=42)
xgb_model = xgb.XGBRegressor(objective='reg:squarederror', random_state=42)
# Define a function to compute and plot learning curves along with loss curves
def plot_learning_and_loss_curve(model, model_name, X, y, X_val, y_val):
train_sizes, train_scores, val_scores = learning_curve(
model, X, y, cv=5, scoring='neg_mean_squared_error',
train_sizes=np.linspace(0.1, 1.0, 10), n_jobs=-1)
# Convert negative MSE to positive
train_losses = -train_scores.mean(axis=1)
val_losses = -val_scores.mean(axis=1)
# Train the model on the full training set for loss tracking
model.fit(X, y)
# Compute loss on full training and validation sets
y_train_pred = model.predict(X)
y_val_pred = model.predict(X_val)
train_loss = mean_squared_error(y, y_train_pred)
val_loss = mean_squared_error(y_val, y_val_pred)
# Plot the learning curve
plt.plot(train_sizes, train_losses, label=f'{model_name} - Training Loss (MSE)', marker='o')
plt.plot(train_sizes, val_losses, label=f'{model_name} - Validation Loss (MSE)', marker='o')
plt.axhline(y=train_loss, color='blue', linestyle='--', label=f'{model_name} - Final Training Loss')
plt.axhline(y=val_loss, color='orange', linestyle='--', label=f'{model_name} - Final Validation Loss')
plt.xlabel('Training Set Size')
plt.ylabel('Loss (MSE)')
plt.title(f'Loss Curve: {model_name}')
plt.legend()
plt.grid(True)
# Plot learning and loss curves for Random Forest
plt.figure(figsize=(12, 6))
plt.subplot(1, 2, 1)
plot_learning_and_loss_curve(rf_model, 'Random Forest', X_train, y_train, X_test, y_test)
# Plot learning and loss curves for XGBoost
plt.subplot(1, 2, 2)
plot_learning_and_loss_curve(xgb_model, 'XGBoost', X_train, y_train, X_test, y_test)
plt.tight_layout()
plt.show()
In [18]:
# Create a DataFrame to hold predictions and actual values
results_df = pd.DataFrame({
'year': X_test['new_date'],
'y_test': y_test,
'xgb_pred': y_pred_rf
})
# Group by year and calculate median
median_results = results_df.groupby('year').median().reset_index()
# Scatter plot
plt.figure(figsize=(10, 6))
plt.scatter(median_results['year'], median_results['y_test'], color='blue', label='Actual (Median)', alpha=0.7)
plt.scatter(median_results['year'], median_results['xgb_pred'], color='orange', label='Predicted (Median)', alpha=0.7)
# Add labels, title, and legend
plt.xlabel("Year")
plt.ylabel("Median Prices")
plt.title("Median Actual vs Predicted Prices by Year")
plt.legend()
plt.grid(alpha=0.3)
# Show the plot
plt.show()
In [9]:
xgb_model = XGBRegressor(random_state = 42, n_estimators = 500)
xgb_model.fit(X_train,y_train)
Out[9]:
XGBRegressor(base_score=None, booster=None, callbacks=None,
colsample_bylevel=None, colsample_bynode=None,
colsample_bytree=None, device=None, early_stopping_rounds=None,
enable_categorical=False, eval_metric=None, feature_types=None,
gamma=None, grow_policy=None, importance_type=None,
interaction_constraints=None, learning_rate=None, max_bin=None,
max_cat_threshold=None, max_cat_to_onehot=None,
max_delta_step=None, max_depth=None, max_leaves=None,
min_child_weight=None, missing=nan, monotone_constraints=None,
multi_strategy=None, n_estimators=500, n_jobs=None,
num_parallel_tree=None, random_state=42, ...)In a Jupyter environment, please rerun this cell to show the HTML representation or trust the notebook. On GitHub, the HTML representation is unable to render, please try loading this page with nbviewer.org.
XGBRegressor(base_score=None, booster=None, callbacks=None,
colsample_bylevel=None, colsample_bynode=None,
colsample_bytree=None, device=None, early_stopping_rounds=None,
enable_categorical=False, eval_metric=None, feature_types=None,
gamma=None, grow_policy=None, importance_type=None,
interaction_constraints=None, learning_rate=None, max_bin=None,
max_cat_threshold=None, max_cat_to_onehot=None,
max_delta_step=None, max_depth=None, max_leaves=None,
min_child_weight=None, missing=nan, monotone_constraints=None,
multi_strategy=None, n_estimators=500, n_jobs=None,
num_parallel_tree=None, random_state=42, ...)In [10]:
# Predictions and metrics
y_pred_lgb = xgb_model.predict(X_test)
mae_lgb = mean_absolute_error(y_test, y_pred_lgb)
mse_lgb = mean_squared_error(y_test, y_pred_lgb)
r2_lgb = r2_score(y_test, y_pred_lgb)
# Plot
plt.figure(figsize=(8, 6))
plt.scatter(y_test, y_pred_lgb, alpha=0.7, color='blue', label='Predictions')
plt.plot([min(y_test), max(y_test)], [min(y_test), max(y_test)], color='red', linestyle='--', label='Ideal Fit')
plt.xlabel("Actual Prices")
plt.ylabel("Predicted Prices")
plt.title("XGBRegressor: Predicted vs Actual Prices")
plt.legend()
plt.grid(alpha=0.3)
metrics_text = f"MAE: {mae_lgb:.2f}\nMSE: {mse_lgb:.2f}\nR²: {r2_lgb:.4f}"
plt.gca().text(0.75, 0.15, metrics_text, transform=plt.gca().transAxes, fontsize=12, verticalalignment='top',
bbox=dict(boxstyle="round", alpha=0.5, color="lightblue"))
plt.show()
In [47]:
# Initialize and fit the LightGBM model
lgb_model = lgb.LGBMRegressor()
lgb_model.fit(X_train, y_train)
[LightGBM] [Warning] Found whitespace in feature_names, replace with underlines [LightGBM] [Info] Auto-choosing row-wise multi-threading, the overhead of testing was 0.004926 seconds. You can set `force_row_wise=true` to remove the overhead. And if memory is not enough, you can set `force_col_wise=true`. [LightGBM] [Info] Total Bins 479 [LightGBM] [Info] Number of data points in the train set: 695716, number of used features: 12 [LightGBM] [Info] Start training from score 309504.113280
Out[47]:
LGBMRegressor()In a Jupyter environment, please rerun this cell to show the HTML representation or trust the notebook.
On GitHub, the HTML representation is unable to render, please try loading this page with nbviewer.org.
LGBMRegressor()
In [48]:
# Predictions and metrics
y_pred_lgb = lgb_model.predict(X_test)
mae_lgb = mean_absolute_error(y_test, y_pred_lgb)
mse_lgb = mean_squared_error(y_test, y_pred_lgb)
r2_lgb = r2_score(y_test, y_pred_lgb)
# Plot
plt.figure(figsize=(8, 6))
plt.scatter(y_test, y_pred_lgb, alpha=0.7, color='blue', label='Predictions')
plt.plot([min(y_test), max(y_test)], [min(y_test), max(y_test)], color='red', linestyle='--', label='Ideal Fit')
plt.xlabel("Actual Prices")
plt.ylabel("Predicted Prices")
plt.title("LightGBM: Predicted vs Actual Prices")
plt.legend()
plt.grid(alpha=0.3)
metrics_text = f"MAE: {mae_lgb:.2f}\nMSE: {mse_lgb:.2f}\nR²: {r2_lgb:.4f}"
plt.gca().text(0.75, 0.15, metrics_text, transform=plt.gca().transAxes, fontsize=12, verticalalignment='top',
bbox=dict(boxstyle="round", alpha=0.5, color="lightblue"))
plt.show()
In [49]:
# Initialize and fit the CatBoost model
cat_model = CatBoostRegressor(verbose=0)
cat_model.fit(X_train, y_train)
Out[49]:
<catboost.core.CatBoostRegressor at 0x213b56a28d0>
In [50]:
# Predictions and metrics
y_pred_cat = cat_model.predict(X_test)
mae_cat = mean_absolute_error(y_test, y_pred_cat)
mse_cat = mean_squared_error(y_test, y_pred_cat)
r2_cat = r2_score(y_test, y_pred_cat)
# Plot
plt.figure(figsize=(8, 6))
plt.scatter(y_test, y_pred_cat, alpha=0.7, color='blue', label='Predictions')
plt.plot([min(y_test), max(y_test)], [min(y_test), max(y_test)], color='red', linestyle='--', label='Ideal Fit')
plt.xlabel("Actual Prices")
plt.ylabel("Predicted Prices")
plt.title("CatBoost: Predicted vs Actual Prices")
plt.legend()
plt.grid(alpha=0.3)
metrics_text = f"MAE: {mae_cat:.2f}\nMSE: {mse_cat:.2f}\nR²: {r2_cat:.4f}"
plt.gca().text(0.75, 0.15, metrics_text, transform=plt.gca().transAxes, fontsize=12, verticalalignment='top',
bbox=dict(boxstyle="round", alpha=0.5, color="lightblue"))
plt.show()
In [52]:
rf_model = RandomForestRegressor(n_estimators= 100, random_state=42)
rf_model.fit(X_train,y_train)
Out[52]:
RandomForestRegressor(random_state=42)In a Jupyter environment, please rerun this cell to show the HTML representation or trust the notebook.
On GitHub, the HTML representation is unable to render, please try loading this page with nbviewer.org.
RandomForestRegressor(random_state=42)
In [53]:
# Predictions and metrics
y_pred_rf = rf_model.predict(X_test)
mae_rf = mean_absolute_error(y_test, y_pred_rf)
mse_rf = mean_squared_error(y_test, y_pred_rf)
r2_rf = r2_score(y_test, y_pred_rf)
# Plot
plt.figure(figsize=(8, 6))
plt.scatter(y_test, y_pred_rf, alpha=0.7, color='blue', label='Predictions')
plt.plot([min(y_test), max(y_test)], [min(y_test), max(y_test)], color='red', linestyle='--', label='Ideal Fit')
plt.xlabel("Actual Values")
plt.ylabel("Predicted Values")
plt.title("Random Forest: Predicted vs Actual")
plt.legend()
plt.grid(alpha=0.3)
# Display the metrics on the plot
metrics_text = f"MAE: {mae_rf:.2f}\nMSE: {mse_rf:.2f}\nR²: {r2_rf:.4f}"
plt.gca().text(0.75, 0.15, metrics_text, transform=plt.gca().transAxes, fontsize=12, verticalalignment='top',
bbox=dict(boxstyle="round", alpha=0.5, color="lightblue"))
plt.show()
In [23]:
lin_model = LinearRegression()
lin_model.fit(X_train, y_train)
Out[23]:
LinearRegression()In a Jupyter environment, please rerun this cell to show the HTML representation or trust the notebook.
On GitHub, the HTML representation is unable to render, please try loading this page with nbviewer.org.
LinearRegression()
In [24]:
y_pred = lin_model.predict(X_test)
# Metrics
mae = mean_absolute_error(y_test, y_pred)
mse = mean_squared_error(y_test, y_pred)
r2 = r2_score(y_test, y_pred)
# Create the scatter plot
plt.figure(figsize=(8, 6))
plt.scatter(y_test, y_pred, alpha=0.7, color='blue', label='Predictions')
plt.plot([min(y_test), max(y_test)], [min(y_test), max(y_test)], color='red', linestyle='--', label='Ideal Fit')
# Add labels, title, and legend
plt.xlabel("Actual Prices")
plt.ylabel("Predicted Prices")
plt.title("Predicted Prices vs Actual Prices")
plt.legend()
plt.grid(alpha=0.3)
# Display the metrics on the plot
metrics_text = f"MAE: {mae:.2f}\nMSE: {mse:.2f}\nR²: {r2:.4f}"
plt.gca().text(0.75, 0.15, metrics_text, transform=plt.gca().transAxes, fontsize=12, verticalalignment='top',
bbox=dict(boxstyle="round", alpha=0.5, color="lightblue"))
# Display the plot
plt.show()
In [27]:
poly_model = make_pipeline(PolynomialFeatures(degree=2), LinearRegression())
poly_model.fit(X_train, y_train)
Out[27]:
Pipeline(steps=[('polynomialfeatures', PolynomialFeatures()),
('linearregression', LinearRegression())])In a Jupyter environment, please rerun this cell to show the HTML representation or trust the notebook. On GitHub, the HTML representation is unable to render, please try loading this page with nbviewer.org.
Pipeline(steps=[('polynomialfeatures', PolynomialFeatures()),
('linearregression', LinearRegression())])PolynomialFeatures()
LinearRegression()
In [28]:
y_pred = poly_model.predict(X_test)
# Metrics
mae = mean_absolute_error(y_test, y_pred)
mse = mean_squared_error(y_test, y_pred)
r2 = r2_score(y_test, y_pred)
# Create the scatter plot
plt.figure(figsize=(8, 6))
plt.scatter(y_test, y_pred, alpha=0.7, color='blue', label='Predictions')
plt.plot([min(y_test), max(y_test)], [min(y_test), max(y_test)], color='red', linestyle='--', label='Ideal Fit')
# Add labels, title, and legend
plt.xlabel("Actual Prices")
plt.ylabel("Predicted Prices")
plt.title("Predicted Prices vs Actual Prices")
plt.legend()
plt.grid(alpha=0.3)
# Display the metrics on the plot
metrics_text = f"MAE: {mae:.2f}\nMSE: {mse:.2f}\nR²: {r2:.4f}"
plt.gca().text(0.75, 0.15, metrics_text, transform=plt.gca().transAxes, fontsize=12, verticalalignment='top',
bbox=dict(boxstyle="round", alpha=0.5, color="lightblue"))
# Display the plot
plt.show()
In [30]:
# Assuming 'resale_price' is indexed by 'new_date'
time_series_data = data[['new_date', 'resale_price']].set_index('new_date')
# Fit ARIMA model
model = ARIMA(time_series_data, order=(5, 1, 0))
arima_fit = model.fit()
# Forecast future values (2024 to 2050)
future_forecast = arima_fit.forecast(steps=26)
forecast_years = np.arange(2025, 2051)
# Combine actual and forecast data for comparison
combined_data = pd.concat([time_series_data, pd.Series(future_forecast, index=forecast_years)])
# Metrics calculation (for training period)
train_actual = time_series_data.values
train_pred = arima_fit.fittedvalues
mse = mean_squared_error(train_actual, train_pred)
mae = mean_absolute_error(train_actual, train_pred)
r2 = r2_score(train_actual, train_pred)
# Plot actual vs predicted
plt.figure(figsize=(12, 6))
plt.plot(time_series_data.index, time_series_data.values, label="Actual Data", marker='o')
plt.plot(time_series_data.index, train_pred, label="ARIMA Fitted", linestyle='--', color='orange')
plt.plot(forecast_years, future_forecast, label="Forecast (2025-2050)", linestyle='--', color='green')
plt.xlabel("Year")
plt.ylabel("Resale Price")
plt.title("ARIMA: Actual vs Predicted and Forecast")
plt.legend()
plt.grid(True)
plt.show()
mse, mae, r2
c:\Users\firas\anaconda3\Lib\site-packages\statsmodels\tsa\base\tsa_model.py:473: ValueWarning: An unsupported index was provided and will be ignored when e.g. forecasting. self._init_dates(dates, freq) c:\Users\firas\anaconda3\Lib\site-packages\statsmodels\tsa\base\tsa_model.py:473: ValueWarning: An unsupported index was provided and will be ignored when e.g. forecasting. self._init_dates(dates, freq) c:\Users\firas\anaconda3\Lib\site-packages\statsmodels\tsa\base\tsa_model.py:473: ValueWarning: An unsupported index was provided and will be ignored when e.g. forecasting. self._init_dates(dates, freq) c:\Users\firas\anaconda3\Lib\site-packages\statsmodels\tsa\base\tsa_model.py:836: ValueWarning: No supported index is available. Prediction results will be given with an integer index beginning at `start`. return get_prediction_index( c:\Users\firas\anaconda3\Lib\site-packages\statsmodels\tsa\base\tsa_model.py:836: FutureWarning: No supported index is available. In the next version, calling this method in a model without a supported index will result in an exception. return get_prediction_index(
Out[30]:
(3348885939.132387, 27700.24892551467, 0.8788192370629987)
In [10]:
from sklearn.ensemble import RandomForestRegressor
from sklearn.model_selection import cross_val_score
import optuna
import numpy as np
def objective(trial):
# Define hyperparameter search space for RandomForestRegressor
param = {
'n_estimators': trial.suggest_int('n_estimators', 100, 200), # Number of trees
'max_depth': trial.suggest_int('max_depth', 3, 30, log=True), # Depth of each tree
'min_samples_split': trial.suggest_int('min_samples_split', 2, 20), # Minimum samples to split a node
'min_samples_leaf': trial.suggest_int('min_samples_leaf', 1, 20), # Minimum samples in each leaf
'max_features': trial.suggest_float('max_features', 0.1, 1.0), # Fraction of features to consider
'bootstrap': trial.suggest_categorical('bootstrap', [True, False]), # Bootstrap sampling
}
# Initialize RandomForestRegressor with current parameters
model = RandomForestRegressor(**param, random_state=42)
# Use cross-validation to evaluate the model
scores = cross_val_score(model, X_train, y_train, cv=5, scoring='neg_mean_squared_error', n_jobs=-1)
rmse = np.sqrt(-scores.mean()) # Convert negative MSE to RMSE
return rmse
# Run the optimization
study = optuna.create_study(direction='minimize')
study.optimize(objective, n_trials=20)
# Print the best trial
print("Best Trial:", study.best_trial.params)
print("Best RMSE:", study.best_value)
[I 2025-01-07 10:40:39,411] A new study created in memory with name: no-name-11a01c21-565e-498b-bc29-c3dc6e7496be
[I 2025-01-07 10:45:25,796] Trial 0 finished with value: 36541.12190614621 and parameters: {'n_estimators': 140, 'max_depth': 13, 'min_samples_split': 8, 'min_samples_leaf': 16, 'max_features': 0.7716551620304883, 'bootstrap': True}. Best is trial 0 with value: 36541.12190614621.
[I 2025-01-07 10:51:30,786] Trial 1 finished with value: 60471.3594004906 and parameters: {'n_estimators': 151, 'max_depth': 7, 'min_samples_split': 4, 'min_samples_leaf': 6, 'max_features': 0.9286514690332781, 'bootstrap': False}. Best is trial 0 with value: 36541.12190614621.
[I 2025-01-07 10:53:38,123] Trial 2 finished with value: 63034.08366993758 and parameters: {'n_estimators': 191, 'max_depth': 9, 'min_samples_split': 6, 'min_samples_leaf': 10, 'max_features': 0.10850588592337093, 'bootstrap': False}. Best is trial 0 with value: 36541.12190614621.
[I 2025-01-07 10:55:04,884] Trial 3 finished with value: 76128.01479548577 and parameters: {'n_estimators': 167, 'max_depth': 6, 'min_samples_split': 18, 'min_samples_leaf': 8, 'max_features': 0.20951725294807363, 'bootstrap': True}. Best is trial 0 with value: 36541.12190614621.
[I 2025-01-07 11:01:27,047] Trial 4 finished with value: 31762.873534006456 and parameters: {'n_estimators': 162, 'max_depth': 21, 'min_samples_split': 15, 'min_samples_leaf': 10, 'max_features': 0.8026475665412413, 'bootstrap': True}. Best is trial 4 with value: 31762.873534006456.
[I 2025-01-07 11:03:04,281] Trial 5 finished with value: 86562.50560551863 and parameters: {'n_estimators': 192, 'max_depth': 3, 'min_samples_split': 9, 'min_samples_leaf': 3, 'max_features': 0.3773884851707905, 'bootstrap': False}. Best is trial 4 with value: 31762.873534006456.
[I 2025-01-07 11:04:47,536] Trial 6 finished with value: 73031.64890962187 and parameters: {'n_estimators': 112, 'max_depth': 4, 'min_samples_split': 14, 'min_samples_leaf': 20, 'max_features': 0.6896431895830447, 'bootstrap': True}. Best is trial 4 with value: 31762.873534006456.
[I 2025-01-07 11:09:36,286] Trial 7 finished with value: 50171.12872223173 and parameters: {'n_estimators': 142, 'max_depth': 9, 'min_samples_split': 7, 'min_samples_leaf': 9, 'max_features': 0.9359214763298147, 'bootstrap': True}. Best is trial 4 with value: 31762.873534006456.
[I 2025-01-07 11:12:02,749] Trial 8 finished with value: 54735.45906245143 and parameters: {'n_estimators': 190, 'max_depth': 9, 'min_samples_split': 10, 'min_samples_leaf': 5, 'max_features': 0.32231191049738367, 'bootstrap': True}. Best is trial 4 with value: 31762.873534006456.
[I 2025-01-07 11:19:05,080] Trial 9 finished with value: 31325.567918983954 and parameters: {'n_estimators': 140, 'max_depth': 26, 'min_samples_split': 2, 'min_samples_leaf': 11, 'max_features': 0.7408395635366084, 'bootstrap': False}. Best is trial 9 with value: 31325.567918983954.
[I 2025-01-07 11:23:29,656] Trial 10 finished with value: 31679.050568979448 and parameters: {'n_estimators': 112, 'max_depth': 24, 'min_samples_split': 2, 'min_samples_leaf': 14, 'max_features': 0.5347111685166908, 'bootstrap': False}. Best is trial 9 with value: 31325.567918983954.
[I 2025-01-07 11:27:36,718] Trial 11 finished with value: 31677.639027709072 and parameters: {'n_estimators': 103, 'max_depth': 28, 'min_samples_split': 2, 'min_samples_leaf': 14, 'max_features': 0.5360301325893047, 'bootstrap': False}. Best is trial 9 with value: 31325.567918983954.
[I 2025-01-07 11:31:37,342] Trial 12 finished with value: 31688.560827979883 and parameters: {'n_estimators': 101, 'max_depth': 29, 'min_samples_split': 2, 'min_samples_leaf': 14, 'max_features': 0.5449099164016595, 'bootstrap': False}. Best is trial 9 with value: 31325.567918983954.
[I 2025-01-07 11:36:42,540] Trial 13 finished with value: 33128.16448819665 and parameters: {'n_estimators': 128, 'max_depth': 16, 'min_samples_split': 5, 'min_samples_leaf': 14, 'max_features': 0.6433539104313386, 'bootstrap': False}. Best is trial 9 with value: 31325.567918983954.
[I 2025-01-07 11:40:39,799] Trial 14 finished with value: 34138.28059970269 and parameters: {'n_estimators': 126, 'max_depth': 16, 'min_samples_split': 12, 'min_samples_leaf': 18, 'max_features': 0.43165829772058695, 'bootstrap': False}. Best is trial 9 with value: 31325.567918983954.
[I 2025-01-07 11:49:03,882] Trial 15 finished with value: 31429.999231913254 and parameters: {'n_estimators': 167, 'max_depth': 30, 'min_samples_split': 2, 'min_samples_leaf': 12, 'max_features': 0.6791111036143371, 'bootstrap': False}. Best is trial 9 with value: 31325.567918983954.
[I 2025-01-07 11:58:05,669] Trial 16 finished with value: 32151.446116419174 and parameters: {'n_estimators': 174, 'max_depth': 18, 'min_samples_split': 20, 'min_samples_leaf': 12, 'max_features': 0.8107802200689115, 'bootstrap': False}. Best is trial 9 with value: 31325.567918983954.
[I 2025-01-07 12:05:23,378] Trial 17 finished with value: 35849.29421090972 and parameters: {'n_estimators': 176, 'max_depth': 13, 'min_samples_split': 4, 'min_samples_leaf': 1, 'max_features': 0.6764570971434456, 'bootstrap': False}. Best is trial 9 with value: 31325.567918983954.
[I 2025-01-07 12:43:03,818] Trial 18 finished with value: 31862.817381756195 and parameters: {'n_estimators': 156, 'max_depth': 30, 'min_samples_split': 4, 'min_samples_leaf': 12, 'max_features': 0.84076498698596, 'bootstrap': False}. Best is trial 9 with value: 31325.567918983954.
[I 2025-01-07 12:50:38,260] Trial 19 finished with value: 30861.940280609644 and parameters: {'n_estimators': 138, 'max_depth': 22, 'min_samples_split': 12, 'min_samples_leaf': 7, 'max_features': 0.6283551656067656, 'bootstrap': False}. Best is trial 19 with value: 30861.940280609644.
Best Trial: {'n_estimators': 138, 'max_depth': 22, 'min_samples_split': 12, 'min_samples_leaf': 7, 'max_features': 0.6283551656067656, 'bootstrap': False}
Best RMSE: 30861.940280609644
In [12]:
best_params_rf = study.best_trial.params
model_rf = RandomForestRegressor(**best_params_rf, random_state=42)
In [14]:
model_rf.fit(X_train, y_train)
Out[14]:
RandomForestRegressor(bootstrap=False, max_depth=22,
max_features=0.6283551656067656, min_samples_leaf=7,
min_samples_split=12, n_estimators=138, random_state=42)In a Jupyter environment, please rerun this cell to show the HTML representation or trust the notebook. On GitHub, the HTML representation is unable to render, please try loading this page with nbviewer.org.
RandomForestRegressor(bootstrap=False, max_depth=22,
max_features=0.6283551656067656, min_samples_leaf=7,
min_samples_split=12, n_estimators=138, random_state=42)In [26]:
# Define the function to plot learning curve
def plot_learning_curve(estimator, X, y, scoring='r2', cv=5, train_sizes=np.linspace(0.1, 1.0, 10)):
# Compute learning curve
train_sizes, train_scores, test_scores = learning_curve(
estimator, X, y, cv=cv, scoring=scoring, train_sizes=train_sizes, n_jobs=-1
)
# Calculate mean and standard deviation for training and test scores
train_scores_mean = np.mean(train_scores, axis=1)
train_scores_std = np.std(train_scores, axis=1)
test_scores_mean = np.mean(test_scores, axis=1)
test_scores_std = np.std(test_scores, axis=1)
# Plot learning curve
plt.figure(figsize=(10, 6))
plt.fill_between(train_sizes, train_scores_mean - train_scores_std,
train_scores_mean + train_scores_std, alpha=0.1, color="r")
plt.fill_between(train_sizes, test_scores_mean - test_scores_std,
test_scores_mean + test_scores_std, alpha=0.1, color="g")
plt.plot(train_sizes, train_scores_mean, 'o-', color="r", label="Training score")
plt.plot(train_sizes, test_scores_mean, 'o-', color="g", label="Validation score")
# Add labels and title
plt.title("Learning Curve")
plt.xlabel("Training Examples")
plt.ylabel(scoring)
plt.legend(loc="best")
plt.grid(alpha=0.3)
plt.show()
In [27]:
plot_learning_curve(model_rf, X_train, y_train, scoring='r2')
In [15]:
y_pred = model_rf.predict(X_test)
# Metrics
mae = mean_absolute_error(y_test, y_pred)
mse = mean_squared_error(y_test, y_pred)
r2 = r2_score(y_test, y_pred)
# Create the scatter plot
plt.figure(figsize=(8, 6))
plt.scatter(y_test, y_pred, alpha=0.7, color='blue', label='Predictions')
plt.plot([min(y_test), max(y_test)], [min(y_test), max(y_test)], color='red', linestyle='--', label='Ideal Fit')
# Add labels, title, and legend
plt.xlabel("Actual Prices")
plt.ylabel("Predicted Prices")
plt.title("Predicted Prices vs Actual Prices")
plt.legend()
plt.grid(alpha=0.3)
# Display the metrics on the plot
metrics_text = f"MAE: {mae:.2f}\nMSE: {mse:.2f}\nR²: {r2:.4f}"
plt.gca().text(0.75, 0.15, metrics_text, transform=plt.gca().transAxes, fontsize=12, verticalalignment='top',
bbox=dict(boxstyle="round", alpha=0.5, color="lightblue"))
# Display the plot
plt.show()
In [17]:
# Create a DataFrame to hold predictions and actual values
results_df = pd.DataFrame({
'year': X_test['new_date'],
'y_test': y_test,
'xgb_pred': y_pred
})
# Group by year and calculate median
median_results = results_df.groupby('year').median().reset_index()
# Scatter plot
plt.figure(figsize=(10, 6))
plt.scatter(median_results['year'], median_results['y_test'], color='blue', label='Actual (Median)', alpha=0.7)
plt.scatter(median_results['year'], median_results['xgb_pred'], color='orange', label='Predicted (Median)', alpha=0.7)
# Add labels, title, and legend
plt.xlabel("Year")
plt.ylabel("Median Prices")
plt.title("Median Actual vs Predicted Prices by Year")
plt.legend()
plt.grid(alpha=0.3)
# Show the plot
plt.show()
In [39]:
# Calculate the percentage error for each prediction
percentage_error = np.abs((y_test - y_pred) / y) * 100
# Calculate the mean percentage error (optional, for overall performance)
mean_percentage_error = np.mean(percentage_error)
# Display some statistics
print(f"Mean Percentage Error: {mean_percentage_error:.2f}%")
print(f"Max Percentage Error: {np.max(percentage_error):.2f}%")
print(f"Min Percentage Error: {np.min(percentage_error):.2f}%")
# Plot percentage error distribution
plt.figure(figsize=(8, 6))
plt.hist(percentage_error, bins=30, color='skyblue', edgecolor='black', alpha=0.7)
plt.title("Percentage Error Distribution")
plt.xlabel("Percentage Error (%)")
plt.ylabel("Frequency")
plt.grid(alpha=0.3)
plt.show()
Mean Percentage Error: 6.79% Max Percentage Error: 294.28% Min Percentage Error: 0.00%
In [19]:
joblib.dump(model_rf,'new_model_rf.pkl')
Out[19]:
['new_model_rf.pkl']
In [20]:
rf_model = joblib.load('new_model_rf.pkl')
xgb_model = joblib.load('new_model_v1.pkl')
In [30]:
# Predictions
y_pred_rf = rf_model.predict(X)
y_pred_xgb = xgb_model.predict(X)
# Evaluate Models
rf_mae = mean_absolute_error(y, y_pred_rf)
xgb_mae = mean_absolute_error(y, y_pred_xgb)
rf_mse = mean_squared_error(y, y_pred_rf)
xgb_mse = mean_squared_error(y, y_pred_xgb)
rf_r2 = r2_score(y, y_pred_rf)
xgb_r2 = r2_score(y, y_pred_xgb)
print(f"Random Forest MSE: {rf_mse:.2f}, R²: {rf_r2:.2f}")
print(f"XGBoost MSE: {xgb_mse:.2f}, R²: {xgb_r2:.2f}")
Random Forest MSE: 721040664.55, R²: 0.97 XGBoost MSE: 667559400.13, R²: 0.98
In [33]:
# Define the function to calculate the weighted ensemble predictions
def optimize_ensemble_weights(y_true, y_pred_xgb, y_pred_rf, metric='mse'):
best_score = float('inf')
best_weights = (0.5, 0.5) # Initialize with equal weights
weight_range = np.linspace(0, 1, 101) # Test weights from 0 to 1 in steps of 0.01
for w_xgb in weight_range:
w_rf = 1 - w_xgb # Ensure weights sum to 1
ensemble_pred = w_xgb * y_pred_xgb + w_rf * y_pred_rf
# Choose the metric to minimize
if metric == 'mse':
score = mean_squared_error(y_true, ensemble_pred)
elif metric == 'mae':
score = mean_absolute_error(y_true, ensemble_pred)
else:
raise ValueError("Metric must be 'mse' or 'mae'")
# Keep track of the best weights and score
if score < best_score:
best_score = score
best_weights = (w_xgb, w_rf)
return best_weights, best_score
In [ ]:
import numpy as np
from sklearn.metrics import mean_squared_error, mean_absolute_error
def optimize_ensemble_weights(y_true, y_pred_xgb, y_pred_rf, y_pred_cat, metric='mse'):
best_score = float('inf')
best_weights = (1/3, 1/3, 1/3) # Initialize with equal weights
weight_range = np.linspace(0, 1, 101) # Test weights from 0 to 1 in steps of 0.01
# Iterate over weights for the first model
for w_xgb in weight_range:
for w_rf in weight_range:
w_cat = 1 - w_xgb - w_rf # Ensure weights sum to 1
# Skip invalid combinations where weights go below 0 or above 1
if w_cat < 0 or w_cat > 1:
continue
# Calculate ensemble predictions
ensemble_pred = (w_xgb * y_pred_xgb +
w_rf * y_pred_rf +
w_cat * y_pred_cat)
# Choose the metric to minimize
if metric == 'mse':
score = mean_squared_error(y_true, ensemble_pred)
elif metric == 'mae':
score = mean_absolute_error(y_true, ensemble_pred)
else:
raise ValueError("Metric must be 'mse' or 'mae'")
# Keep track of the best weights and score
if score < best_score:
best_score = score
best_weights = (w_xgb, w_rf, w_cat)
return best_weights, best_score
In [34]:
# Optimize weights for the ensemble
best_weights, best_score = optimize_ensemble_weights(y, y_pred_xgb, y_pred_rf, metric='mse')
print(f"Best Weights: XGBoost = {best_weights[0]:.2f}, Random Forest = {best_weights[1]:.2f}")
print(f"Best MSE: {best_score:.4f}")
Best Weights: XGBoost = 0.71, Random Forest = 0.29 Best MSE: 656527268.2803
In [35]:
# Ensemble (Averaging Predictions)
ensemble_pred = y_pred_xgb *0.71 + y_pred_rf *0.29
ensemble_mae = mean_absolute_error(y,ensemble_pred)
ensemble_mse = mean_squared_error(y, ensemble_pred)
ensemble_r2 = r2_score(y, ensemble_pred)
print(f"Ensemble MSE: {ensemble_mse:.2f}, R²: {ensemble_r2:.2f}")
# Create the scatter plot
plt.figure(figsize=(8, 6))
plt.scatter(y, ensemble_pred, alpha=0.7, color='blue', label='Predictions')
plt.plot([min(y), max(y)], [min(y), max(y)], color='red', linestyle='--', label='Ideal Fit')
# Add labels, title, and legend
plt.xlabel("Actual Prices")
plt.ylabel("Predicted Prices")
plt.title("Predicted Prices vs Actual Prices")
plt.legend()
plt.grid(alpha=0.3)
# Display the metrics on the plot
metrics_text = f"MAE: {ensemble_mae:.2f}\nMSE: {ensemble_mse:.2f}\nR²: {ensemble_r2:.4f}"
plt.gca().text(0.75, 0.15, metrics_text, transform=plt.gca().transAxes, fontsize=12, verticalalignment='top',
bbox=dict(boxstyle="round", alpha=0.5, color="lightblue"))
# Display the plot
plt.show()
Ensemble MSE: 656527268.28, R²: 0.98
In [ ]:
# Create a DataFrame to hold predictions and actual values
results_df = pd.DataFrame({
'year': X_test['new_date'],
'y': y_test,
'ensemble_pred': ensemble_pred
})
# Group by year and calculate median
median_results = results_df.groupby('year').median().reset_index()
# Scatter plot
plt.figure(figsize=(10, 6))
plt.scatter(median_results['year'], median_results['y'], color='blue', label='Actual (Median)', alpha=0.7)
plt.scatter(median_results['year'], median_results['ensemble_pred'], color='orange', label='Predicted (Median)', alpha=0.7)
# Add labels, title, and legend
plt.xlabel("Year")
plt.ylabel("Median Prices")
plt.title("Median Actual vs Predicted Prices by Year")
plt.legend()
plt.grid(alpha=0.3)
# Show the plot
plt.show()
In [38]:
# Calculate the percentage error for each prediction
percentage_error = np.abs((y - ensemble_pred) / y) * 100
# Calculate the mean percentage error (optional, for overall performance)
mean_percentage_error = np.mean(percentage_error)
# Display some statistics
print(f"Mean Percentage Error: {mean_percentage_error:.2f}%")
print(f"Max Percentage Error: {np.max(percentage_error):.2f}%")
print(f"Min Percentage Error: {np.min(percentage_error):.2f}%")
# Plot percentage error distribution
plt.figure(figsize=(8, 6))
plt.hist(percentage_error, bins=30, color='skyblue', edgecolor='black', alpha=0.7)
plt.title("Percentage Error Distribution")
plt.xlabel("Percentage Error (%)")
plt.ylabel("Frequency")
plt.grid(alpha=0.3)
plt.show()
Mean Percentage Error: 5.96% Max Percentage Error: 277.68% Min Percentage Error: 0.00%
In [11]:
# Define the objective function
def catboost_objective(trial):
param = {
'iterations': trial.suggest_int('iterations', 500, 3000),
'depth': trial.suggest_int('depth', 4, 12),
'learning_rate': trial.suggest_float('learning_rate', 0.01, 0.2, log=True),
'l2_leaf_reg': trial.suggest_float('l2_leaf_reg', 1e-3, 10.0, log=True),
'bagging_temperature': trial.suggest_float('bagging_temperature', 0.0, 1.0),
'random_strength': trial.suggest_float('random_strength', 1e-3, 10.0, log=True),
'border_count': trial.suggest_int('border_count', 32, 255),
'grow_policy': trial.suggest_categorical('grow_policy', ['SymmetricTree', 'Depthwise', 'Lossguide']),
'min_data_in_leaf': trial.suggest_int('min_data_in_leaf', 1, 30),
'one_hot_max_size': trial.suggest_int('one_hot_max_size', 2, 10),
'loss_function': 'RMSE',
'random_seed': 42
}
# Initialize and evaluate the model using cross-validation
model = CatBoostRegressor(**param, verbose=0)
scores = cross_val_score(model, X_train, y_train, cv=5, scoring='neg_mean_squared_error', n_jobs=-1)
rmse = np.sqrt(-scores.mean())
return rmse
# Create the study
catboost_study = optuna.create_study(direction='minimize')
catboost_study.optimize(catboost_objective, n_trials=50) # Adjust number of trials as needed
# Print the best parameters and RMSE
print("Best Trial:", catboost_study.best_trial.params)
print("Best RMSE:", catboost_study.best_value)
[I 2025-01-07 22:58:24,224] A new study created in memory with name: no-name-4be0baf1-c763-4b00-a952-69c3c18b807b
[I 2025-01-07 23:02:24,880] Trial 0 finished with value: 37413.920796891754 and parameters: {'iterations': 2477, 'depth': 4, 'learning_rate': 0.01777012961311592, 'l2_leaf_reg': 1.4544031106023256, 'bagging_temperature': 0.5783315265045764, 'random_strength': 1.1404026206344768, 'border_count': 55, 'grow_policy': 'SymmetricTree', 'min_data_in_leaf': 5, 'one_hot_max_size': 5}. Best is trial 0 with value: 37413.920796891754.
[I 2025-01-07 23:06:29,514] Trial 1 finished with value: 37861.94596352051 and parameters: {'iterations': 2540, 'depth': 4, 'learning_rate': 0.014187511611509213, 'l2_leaf_reg': 6.6694931595789475, 'bagging_temperature': 0.010712068170284805, 'random_strength': 1.1030655427290597, 'border_count': 139, 'grow_policy': 'SymmetricTree', 'min_data_in_leaf': 5, 'one_hot_max_size': 3}. Best is trial 0 with value: 37413.920796891754.
[I 2025-01-07 23:18:03,372] Trial 2 finished with value: 28027.538142099846 and parameters: {'iterations': 2757, 'depth': 12, 'learning_rate': 0.08543541415731995, 'l2_leaf_reg': 0.008640941295352452, 'bagging_temperature': 0.8112945888230036, 'random_strength': 0.04119122805678246, 'border_count': 250, 'grow_policy': 'SymmetricTree', 'min_data_in_leaf': 4, 'one_hot_max_size': 5}. Best is trial 2 with value: 28027.538142099846.
[I 2025-01-07 23:22:16,208] Trial 3 finished with value: 32558.13886008356 and parameters: {'iterations': 1668, 'depth': 8, 'learning_rate': 0.02022388242832138, 'l2_leaf_reg': 0.006381068114586802, 'bagging_temperature': 0.7350691745274436, 'random_strength': 0.006040568364401681, 'border_count': 216, 'grow_policy': 'SymmetricTree', 'min_data_in_leaf': 28, 'one_hot_max_size': 9}. Best is trial 2 with value: 28027.538142099846.
[I 2025-01-07 23:26:05,908] Trial 4 finished with value: 30819.730992586505 and parameters: {'iterations': 949, 'depth': 8, 'learning_rate': 0.0652461179590173, 'l2_leaf_reg': 0.022736057893202946, 'bagging_temperature': 0.6701945768879501, 'random_strength': 0.04466690644189126, 'border_count': 190, 'grow_policy': 'Lossguide', 'min_data_in_leaf': 24, 'one_hot_max_size': 7}. Best is trial 2 with value: 28027.538142099846.
[I 2025-01-07 23:34:14,837] Trial 5 finished with value: 34678.589564961956 and parameters: {'iterations': 1952, 'depth': 5, 'learning_rate': 0.010998005275072338, 'l2_leaf_reg': 0.4329175167195166, 'bagging_temperature': 0.9985494934807231, 'random_strength': 0.0025461854391293703, 'border_count': 168, 'grow_policy': 'Lossguide', 'min_data_in_leaf': 18, 'one_hot_max_size': 5}. Best is trial 2 with value: 28027.538142099846.
[I 2025-01-07 23:47:24,005] Trial 6 finished with value: 29154.802924063024 and parameters: {'iterations': 2497, 'depth': 11, 'learning_rate': 0.029975383358474997, 'l2_leaf_reg': 0.19098717316813021, 'bagging_temperature': 0.06845539156515235, 'random_strength': 0.0069689914380657945, 'border_count': 201, 'grow_policy': 'SymmetricTree', 'min_data_in_leaf': 15, 'one_hot_max_size': 9}. Best is trial 2 with value: 28027.538142099846.
[I 2025-01-07 23:52:52,641] Trial 7 finished with value: 31997.06067390982 and parameters: {'iterations': 1247, 'depth': 9, 'learning_rate': 0.029825763229680738, 'l2_leaf_reg': 9.221575479944116, 'bagging_temperature': 0.18677723093712317, 'random_strength': 0.3891730583783767, 'border_count': 158, 'grow_policy': 'Lossguide', 'min_data_in_leaf': 2, 'one_hot_max_size': 3}. Best is trial 2 with value: 28027.538142099846.
[I 2025-01-08 00:00:25,229] Trial 8 finished with value: 28988.86284608869 and parameters: {'iterations': 1299, 'depth': 10, 'learning_rate': 0.18611133643941066, 'l2_leaf_reg': 8.582682831406713, 'bagging_temperature': 0.5813935759164771, 'random_strength': 4.299614072800952, 'border_count': 159, 'grow_policy': 'Lossguide', 'min_data_in_leaf': 26, 'one_hot_max_size': 9}. Best is trial 2 with value: 28027.538142099846.
[I 2025-01-08 00:04:46,233] Trial 9 finished with value: 34789.35617640179 and parameters: {'iterations': 872, 'depth': 6, 'learning_rate': 0.019882421355916873, 'l2_leaf_reg': 0.01247346638684972, 'bagging_temperature': 0.009217884552917055, 'random_strength': 5.211268071721683, 'border_count': 255, 'grow_policy': 'Lossguide', 'min_data_in_leaf': 2, 'one_hot_max_size': 2}. Best is trial 2 with value: 28027.538142099846.
[I 2025-01-08 10:11:58,154] Trial 10 finished with value: 29438.619974570323 and parameters: {'iterations': 3000, 'depth': 12, 'learning_rate': 0.08931465703274577, 'l2_leaf_reg': 0.0014448561129101513, 'bagging_temperature': 0.9765651959712666, 'random_strength': 0.06930796373493103, 'border_count': 87, 'grow_policy': 'Depthwise', 'min_data_in_leaf': 10, 'one_hot_max_size': 7}. Best is trial 2 with value: 28027.538142099846.
[I 2025-01-08 10:23:51,593] Trial 11 finished with value: 28885.469074719353 and parameters: {'iterations': 1531, 'depth': 10, 'learning_rate': 0.19679418648778646, 'l2_leaf_reg': 0.0320338772149298, 'bagging_temperature': 0.3835543573546641, 'random_strength': 0.02110549855088225, 'border_count': 110, 'grow_policy': 'Depthwise', 'min_data_in_leaf': 21, 'one_hot_max_size': 10}. Best is trial 2 with value: 28027.538142099846.
[I 2025-01-08 10:41:04,582] Trial 12 finished with value: 29615.175819230997 and parameters: {'iterations': 1936, 'depth': 12, 'learning_rate': 0.19445629199731987, 'l2_leaf_reg': 0.04427523836631998, 'bagging_temperature': 0.34924513595093704, 'random_strength': 0.022148974933845256, 'border_count': 112, 'grow_policy': 'Depthwise', 'min_data_in_leaf': 20, 'one_hot_max_size': 6}. Best is trial 2 with value: 28027.538142099846.
[I 2025-01-08 10:54:01,709] Trial 13 finished with value: 32521.622743089578 and parameters: {'iterations': 1669, 'depth': 10, 'learning_rate': 0.10359358501762135, 'l2_leaf_reg': 0.002612786148812896, 'bagging_temperature': 0.41152008860045647, 'random_strength': 0.1935030166372581, 'border_count': 34, 'grow_policy': 'Depthwise', 'min_data_in_leaf': 12, 'one_hot_max_size': 7}. Best is trial 2 with value: 28027.538142099846.
[I 2025-01-08 11:16:53,545] Trial 14 finished with value: 29192.844751837085 and parameters: {'iterations': 2984, 'depth': 11, 'learning_rate': 0.131811695839895, 'l2_leaf_reg': 0.09062057394402803, 'bagging_temperature': 0.8024469819471285, 'random_strength': 0.0010127159770659758, 'border_count': 99, 'grow_policy': 'Depthwise', 'min_data_in_leaf': 23, 'one_hot_max_size': 10}. Best is trial 2 with value: 28027.538142099846.
[I 2025-01-08 11:18:34,462] Trial 15 finished with value: 31137.406871952175 and parameters: {'iterations': 579, 'depth': 10, 'learning_rate': 0.059740252644912215, 'l2_leaf_reg': 0.005396488938757214, 'bagging_temperature': 0.2855976087391702, 'random_strength': 0.01885001284620716, 'border_count': 241, 'grow_policy': 'SymmetricTree', 'min_data_in_leaf': 11, 'one_hot_max_size': 5}. Best is trial 2 with value: 28027.538142099846.
[I 2025-01-08 11:27:59,318] Trial 16 finished with value: 28361.29247655765 and parameters: {'iterations': 2190, 'depth': 7, 'learning_rate': 0.13576045777666457, 'l2_leaf_reg': 0.027421709243151075, 'bagging_temperature': 0.4486380598884435, 'random_strength': 0.15856412747771106, 'border_count': 126, 'grow_policy': 'Depthwise', 'min_data_in_leaf': 30, 'one_hot_max_size': 4}. Best is trial 2 with value: 28027.538142099846.
[I 2025-01-08 11:37:36,775] Trial 17 finished with value: 28866.423763126313 and parameters: {'iterations': 2205, 'depth': 7, 'learning_rate': 0.04918925179615455, 'l2_leaf_reg': 0.009120207211272255, 'bagging_temperature': 0.8540182843411901, 'random_strength': 0.23927145116210644, 'border_count': 129, 'grow_policy': 'Depthwise', 'min_data_in_leaf': 7, 'one_hot_max_size': 4}. Best is trial 2 with value: 28027.538142099846.
[I 2025-01-08 11:43:40,756] Trial 18 finished with value: 29431.67837147503 and parameters: {'iterations': 2697, 'depth': 7, 'learning_rate': 0.12080006387482288, 'l2_leaf_reg': 0.10056619773541799, 'bagging_temperature': 0.5021723506264636, 'random_strength': 0.7968612791713827, 'border_count': 75, 'grow_policy': 'SymmetricTree', 'min_data_in_leaf': 30, 'one_hot_max_size': 4}. Best is trial 2 with value: 28027.538142099846.
[I 2025-01-08 11:51:26,484] Trial 19 finished with value: 29045.12899267764 and parameters: {'iterations': 2082, 'depth': 6, 'learning_rate': 0.08285674908938559, 'l2_leaf_reg': 0.0011778788484541674, 'bagging_temperature': 0.6407648697531129, 'random_strength': 0.12722190130480535, 'border_count': 188, 'grow_policy': 'Depthwise', 'min_data_in_leaf': 16, 'one_hot_max_size': 2}. Best is trial 2 with value: 28027.538142099846.
[I 2025-01-08 11:57:35,548] Trial 20 finished with value: 28349.452155020794 and parameters: {'iterations': 2313, 'depth': 9, 'learning_rate': 0.1404851411641842, 'l2_leaf_reg': 0.6163136395467858, 'bagging_temperature': 0.8859136985122238, 'random_strength': 0.05531872031720858, 'border_count': 226, 'grow_policy': 'SymmetricTree', 'min_data_in_leaf': 14, 'one_hot_max_size': 6}. Best is trial 2 with value: 28027.538142099846.
[I 2025-01-08 12:03:37,032] Trial 21 finished with value: 28366.234093087765 and parameters: {'iterations': 2262, 'depth': 9, 'learning_rate': 0.13928728396953957, 'l2_leaf_reg': 1.1790542639165524, 'bagging_temperature': 0.8873612561017297, 'random_strength': 0.0482065080354072, 'border_count': 240, 'grow_policy': 'SymmetricTree', 'min_data_in_leaf': 14, 'one_hot_max_size': 6}. Best is trial 2 with value: 28027.538142099846.
[I 2025-01-08 12:09:40,840] Trial 22 finished with value: 29619.498386921317 and parameters: {'iterations': 2718, 'depth': 7, 'learning_rate': 0.07300933697367275, 'l2_leaf_reg': 0.3330773090128591, 'bagging_temperature': 0.48943164862276367, 'random_strength': 0.09594851198169004, 'border_count': 206, 'grow_policy': 'SymmetricTree', 'min_data_in_leaf': 8, 'one_hot_max_size': 6}. Best is trial 2 with value: 28027.538142099846.
[I 2025-01-08 12:16:01,792] Trial 23 finished with value: 28330.46633702936 and parameters: {'iterations': 2373, 'depth': 9, 'learning_rate': 0.14370583950866148, 'l2_leaf_reg': 1.3234242919104695, 'bagging_temperature': 0.7421062024025533, 'random_strength': 0.010093835583786038, 'border_count': 224, 'grow_policy': 'SymmetricTree', 'min_data_in_leaf': 18, 'one_hot_max_size': 4}. Best is trial 2 with value: 28027.538142099846.
[I 2025-01-08 12:23:22,113] Trial 24 finished with value: 28447.88306209594 and parameters: {'iterations': 2769, 'depth': 9, 'learning_rate': 0.10598965789179293, 'l2_leaf_reg': 2.0714881418596645, 'bagging_temperature': 0.9169049359860709, 'random_strength': 0.009414455790688453, 'border_count': 227, 'grow_policy': 'SymmetricTree', 'min_data_in_leaf': 18, 'one_hot_max_size': 3}. Best is trial 2 with value: 28027.538142099846.
[I 2025-01-08 12:31:10,187] Trial 25 finished with value: 28069.09586176678 and parameters: {'iterations': 2382, 'depth': 11, 'learning_rate': 0.14918562750097233, 'l2_leaf_reg': 3.0385896292721, 'bagging_temperature': 0.7672497083519554, 'random_strength': 0.0025149388431037352, 'border_count': 226, 'grow_policy': 'SymmetricTree', 'min_data_in_leaf': 13, 'one_hot_max_size': 5}. Best is trial 2 with value: 28027.538142099846.
[I 2025-01-08 12:40:21,819] Trial 26 finished with value: 28563.277719992937 and parameters: {'iterations': 2833, 'depth': 11, 'learning_rate': 0.04962908140786971, 'l2_leaf_reg': 3.505730128581801, 'bagging_temperature': 0.7560666240788422, 'random_strength': 0.002868868522451911, 'border_count': 245, 'grow_policy': 'SymmetricTree', 'min_data_in_leaf': 1, 'one_hot_max_size': 5}. Best is trial 2 with value: 28027.538142099846.
[I 2025-01-08 12:49:29,593] Trial 27 finished with value: 28038.00700807794 and parameters: {'iterations': 2388, 'depth': 12, 'learning_rate': 0.16702903357759707, 'l2_leaf_reg': 3.5035207019602845, 'bagging_temperature': 0.7190049141917044, 'random_strength': 0.0012340270803721796, 'border_count': 179, 'grow_policy': 'SymmetricTree', 'min_data_in_leaf': 8, 'one_hot_max_size': 4}. Best is trial 2 with value: 28027.538142099846.
[I 2025-01-08 12:56:53,633] Trial 28 finished with value: 28040.212734478668 and parameters: {'iterations': 1927, 'depth': 12, 'learning_rate': 0.1637476315111648, 'l2_leaf_reg': 3.4033946167608993, 'bagging_temperature': 0.6561363868780216, 'random_strength': 0.001096333648197918, 'border_count': 188, 'grow_policy': 'SymmetricTree', 'min_data_in_leaf': 5, 'one_hot_max_size': 3}. Best is trial 2 with value: 28027.538142099846.
[I 2025-01-08 13:06:41,804] Trial 29 finished with value: 28071.385875514738 and parameters: {'iterations': 2568, 'depth': 12, 'learning_rate': 0.09705147841846075, 'l2_leaf_reg': 4.022883645812684, 'bagging_temperature': 0.668977107583933, 'random_strength': 0.0014132332593945, 'border_count': 176, 'grow_policy': 'SymmetricTree', 'min_data_in_leaf': 5, 'one_hot_max_size': 3}. Best is trial 2 with value: 28027.538142099846.
[I 2025-01-08 13:14:02,123] Trial 30 finished with value: 29197.920504711692 and parameters: {'iterations': 1902, 'depth': 12, 'learning_rate': 0.03408164985296815, 'l2_leaf_reg': 0.9576177076645377, 'bagging_temperature': 0.5633943305567644, 'random_strength': 2.4179929211812023, 'border_count': 180, 'grow_policy': 'SymmetricTree', 'min_data_in_leaf': 8, 'one_hot_max_size': 2}. Best is trial 2 with value: 28027.538142099846.
[I 2025-01-08 13:20:36,285] Trial 31 finished with value: 28064.96586896504 and parameters: {'iterations': 2062, 'depth': 11, 'learning_rate': 0.16634196268635587, 'l2_leaf_reg': 2.5133431281028757, 'bagging_temperature': 0.7965773826076927, 'random_strength': 0.002590067565674671, 'border_count': 214, 'grow_policy': 'SymmetricTree', 'min_data_in_leaf': 4, 'one_hot_max_size': 4}. Best is trial 2 with value: 28027.538142099846.
[I 2025-01-08 13:28:38,900] Trial 32 finished with value: 28041.61137960863 and parameters: {'iterations': 2070, 'depth': 12, 'learning_rate': 0.16886439518625784, 'l2_leaf_reg': 5.083889781386824, 'bagging_temperature': 0.8177881453954087, 'random_strength': 0.004349361387335329, 'border_count': 204, 'grow_policy': 'SymmetricTree', 'min_data_in_leaf': 5, 'one_hot_max_size': 4}. Best is trial 2 with value: 28027.538142099846.
[I 2025-01-08 13:35:45,214] Trial 33 finished with value: 28072.862782375243 and parameters: {'iterations': 1821, 'depth': 12, 'learning_rate': 0.16840497650596525, 'l2_leaf_reg': 5.181659481308675, 'bagging_temperature': 0.6240704004879841, 'random_strength': 0.004685757846651689, 'border_count': 196, 'grow_policy': 'SymmetricTree', 'min_data_in_leaf': 4, 'one_hot_max_size': 3}. Best is trial 2 with value: 28027.538142099846.
[I 2025-01-08 13:45:28,368] Trial 34 finished with value: 28058.797154166226 and parameters: {'iterations': 2560, 'depth': 12, 'learning_rate': 0.10545377642900847, 'l2_leaf_reg': 1.8616945155005646, 'bagging_temperature': 0.7058641109436875, 'random_strength': 0.0015032003135509488, 'border_count': 152, 'grow_policy': 'SymmetricTree', 'min_data_in_leaf': 6, 'one_hot_max_size': 5}. Best is trial 2 with value: 28027.538142099846.
[I 2025-01-08 13:50:24,267] Trial 35 finished with value: 28296.35058903842 and parameters: {'iterations': 1567, 'depth': 11, 'learning_rate': 0.11697296710314685, 'l2_leaf_reg': 0.7554509910233849, 'bagging_temperature': 0.8117122522974769, 'random_strength': 0.0038865562673173508, 'border_count': 176, 'grow_policy': 'SymmetricTree', 'min_data_in_leaf': 9, 'one_hot_max_size': 4}. Best is trial 2 with value: 28027.538142099846.
[I 2025-01-08 13:58:08,131] Trial 36 finished with value: 28468.215755295325 and parameters: {'iterations': 2053, 'depth': 12, 'learning_rate': 0.07119922319083198, 'l2_leaf_reg': 5.6916797088704305, 'bagging_temperature': 0.6980491050173465, 'random_strength': 0.0011023594657900782, 'border_count': 143, 'grow_policy': 'SymmetricTree', 'min_data_in_leaf': 3, 'one_hot_max_size': 3}. Best is trial 2 with value: 28027.538142099846.
[I 2025-01-08 14:00:56,785] Trial 37 finished with value: 31997.682868578177 and parameters: {'iterations': 1773, 'depth': 4, 'learning_rate': 0.16025517958932892, 'l2_leaf_reg': 0.3751586150052036, 'bagging_temperature': 0.9389787694152794, 'random_strength': 0.0018876299348144234, 'border_count': 208, 'grow_policy': 'SymmetricTree', 'min_data_in_leaf': 6, 'one_hot_max_size': 5}. Best is trial 2 with value: 28027.538142099846.
[I 2025-01-08 14:08:22,624] Trial 38 finished with value: 29111.447108708857 and parameters: {'iterations': 2483, 'depth': 11, 'learning_rate': 0.0802589219204024, 'l2_leaf_reg': 9.915350539742832, 'bagging_temperature': 0.5927288706863479, 'random_strength': 0.01258478231372117, 'border_count': 190, 'grow_policy': 'Lossguide', 'min_data_in_leaf': 1, 'one_hot_max_size': 3}. Best is trial 2 with value: 28027.538142099846.
[I 2025-01-08 14:12:06,469] Trial 39 finished with value: 28340.252237644116 and parameters: {'iterations': 1393, 'depth': 10, 'learning_rate': 0.17129338022148655, 'l2_leaf_reg': 0.24127565144831634, 'bagging_temperature': 0.8577437588138404, 'random_strength': 0.004795561924601493, 'border_count': 167, 'grow_policy': 'SymmetricTree', 'min_data_in_leaf': 4, 'one_hot_max_size': 2}. Best is trial 2 with value: 28027.538142099846.
[I 2025-01-08 14:22:56,546] Trial 40 finished with value: 28168.03476078392 and parameters: {'iterations': 2629, 'depth': 12, 'learning_rate': 0.05838876808829494, 'l2_leaf_reg': 0.12475468765221218, 'bagging_temperature': 0.5384013788509371, 'random_strength': 0.03267877536208554, 'border_count': 253, 'grow_policy': 'SymmetricTree', 'min_data_in_leaf': 10, 'one_hot_max_size': 8}. Best is trial 2 with value: 28027.538142099846.
[I 2025-01-08 14:33:46,286] Trial 41 finished with value: 28016.27059929441 and parameters: {'iterations': 2864, 'depth': 12, 'learning_rate': 0.11684581661338442, 'l2_leaf_reg': 1.8333086448589881, 'bagging_temperature': 0.7349600056058765, 'random_strength': 0.0016994593753810136, 'border_count': 161, 'grow_policy': 'SymmetricTree', 'min_data_in_leaf': 6, 'one_hot_max_size': 5}. Best is trial 41 with value: 28016.27059929441.
[I 2025-01-08 14:44:35,971] Trial 42 finished with value: 28030.892379948113 and parameters: {'iterations': 2888, 'depth': 12, 'learning_rate': 0.12599309393093255, 'l2_leaf_reg': 5.906909765984903, 'bagging_temperature': 0.7083410047104695, 'random_strength': 0.0019794710488806187, 'border_count': 165, 'grow_policy': 'SymmetricTree', 'min_data_in_leaf': 6, 'one_hot_max_size': 4}. Best is trial 41 with value: 28016.27059929441.
[I 2025-01-08 14:52:24,728] Trial 43 finished with value: 28470.091920325038 and parameters: {'iterations': 2898, 'depth': 11, 'learning_rate': 0.11363600623560308, 'l2_leaf_reg': 1.5588475376296607, 'bagging_temperature': 0.7090710064529987, 'random_strength': 0.001904188090511722, 'border_count': 163, 'grow_policy': 'Lossguide', 'min_data_in_leaf': 8, 'one_hot_max_size': 5}. Best is trial 41 with value: 28016.27059929441.
[I 2025-01-08 15:03:01,383] Trial 44 finished with value: 28167.480800018424 and parameters: {'iterations': 2865, 'depth': 12, 'learning_rate': 0.08993756150110532, 'l2_leaf_reg': 7.1905151789524995, 'bagging_temperature': 0.6482802807697248, 'random_strength': 0.007443237251144223, 'border_count': 152, 'grow_policy': 'SymmetricTree', 'min_data_in_leaf': 3, 'one_hot_max_size': 4}. Best is trial 41 with value: 28016.27059929441.
[I 2025-01-08 15:11:05,259] Trial 45 finished with value: 31199.738031822617 and parameters: {'iterations': 2650, 'depth': 11, 'learning_rate': 0.011535556940304453, 'l2_leaf_reg': 2.93370978219983, 'bagging_temperature': 0.6101143363971989, 'random_strength': 0.0010083333030966968, 'border_count': 135, 'grow_policy': 'SymmetricTree', 'min_data_in_leaf': 6, 'one_hot_max_size': 3}. Best is trial 41 with value: 28016.27059929441.
[I 2025-01-08 15:22:18,624] Trial 46 finished with value: 28374.82739196031 and parameters: {'iterations': 3000, 'depth': 12, 'learning_rate': 0.19932424155986184, 'l2_leaf_reg': 0.052797788467287506, 'bagging_temperature': 0.6905840433888402, 'random_strength': 0.0032166792407628095, 'border_count': 152, 'grow_policy': 'SymmetricTree', 'min_data_in_leaf': 10, 'one_hot_max_size': 7}. Best is trial 41 with value: 28016.27059929441.
[I 2025-01-08 15:29:50,249] Trial 47 finished with value: 28456.385931229288 and parameters: {'iterations': 2799, 'depth': 10, 'learning_rate': 0.12701716065123536, 'l2_leaf_reg': 0.01441589246569547, 'bagging_temperature': 0.7654675752952652, 'random_strength': 0.0018693134705919298, 'border_count': 180, 'grow_policy': 'Lossguide', 'min_data_in_leaf': 2, 'one_hot_max_size': 5}. Best is trial 41 with value: 28016.27059929441.
[I 2025-01-08 15:33:19,817] Trial 48 finished with value: 30206.783942306727 and parameters: {'iterations': 1106, 'depth': 11, 'learning_rate': 0.038107955789722106, 'l2_leaf_reg': 0.004348775091684444, 'bagging_temperature': 0.8365710730626399, 'random_strength': 0.006412798801032258, 'border_count': 169, 'grow_policy': 'SymmetricTree', 'min_data_in_leaf': 6, 'one_hot_max_size': 4}. Best is trial 41 with value: 28016.27059929441.
[I 2025-01-08 15:42:41,219] Trial 49 finished with value: 28087.856445438476 and parameters: {'iterations': 2463, 'depth': 12, 'learning_rate': 0.09747868445754367, 'l2_leaf_reg': 0.5612677398854425, 'bagging_temperature': 0.7341601480389768, 'random_strength': 0.5006281496605194, 'border_count': 137, 'grow_policy': 'SymmetricTree', 'min_data_in_leaf': 7, 'one_hot_max_size': 6}. Best is trial 41 with value: 28016.27059929441.
Best Trial: {'iterations': 2864, 'depth': 12, 'learning_rate': 0.11684581661338442, 'l2_leaf_reg': 1.8333086448589881, 'bagging_temperature': 0.7349600056058765, 'random_strength': 0.0016994593753810136, 'border_count': 161, 'grow_policy': 'SymmetricTree', 'min_data_in_leaf': 6, 'one_hot_max_size': 5}
Best RMSE: 28016.27059929441
In [13]:
optuna.visualization.plot_param_importances(catboost_study).show()
optuna.visualization.plot_optimization_history(catboost_study).show()
In [20]:
best_params_cat = catboost_study.best_trial.params
model_cat = CatBoostRegressor(**best_params_cat, random_state=42)
In [21]:
import numpy as np
import matplotlib.pyplot as plt
import seaborn as sns
from sklearn.model_selection import learning_curve, KFold, cross_val_score
from sklearn.metrics import (
mean_squared_error, mean_absolute_error, r2_score,
explained_variance_score, mean_absolute_percentage_error
)
from catboost import CatBoostRegressor, Pool, cv
# Plot Learning Curve
def plot_learning_curve(estimator, X, y, cv, scoring, train_sizes=np.linspace(0.1, 1.0, 10)):
train_sizes, train_scores, valid_scores = learning_curve(
estimator, X, y, cv=cv, scoring=scoring, train_sizes=train_sizes, n_jobs=-1
)
train_mean = np.mean(train_scores, axis=1)
valid_mean = np.mean(valid_scores, axis=1)
plt.figure(figsize=(10, 6))
plt.plot(train_sizes, train_mean, label="Training score", color="blue")
plt.plot(train_sizes, valid_mean, label="Validation score", color="orange")
plt.title("Learning Curve")
plt.xlabel("Training Set Size")
plt.ylabel(scoring)
plt.legend(loc="best")
plt.grid()
plt.show()
# Residual Plot
def plot_residuals(y_true, y_pred):
residuals = y_true - y_pred
plt.figure(figsize=(10, 6))
sns.scatterplot(x=y_pred, y=residuals, alpha=0.6)
plt.axhline(0, color='red', linestyle='--')
plt.title("Residual Plot")
plt.xlabel("Predicted Values")
plt.ylabel("Residuals")
plt.grid()
plt.show()
# Prediction vs. Actual Plot
def plot_predictions(y_true, y_pred):
plt.figure(figsize=(10, 6))
sns.scatterplot(x=y_true, y=y_pred, alpha=0.6)
plt.plot([y_true.min(), y_true.max()], [y_true.min(), y_true.max()], color='red', linestyle='--')
plt.title("Prediction vs. Actual")
plt.xlabel("Actual Values")
plt.ylabel("Predicted Values")
plt.grid()
plt.show()
# Error Distribution Plot
def plot_error_distribution(y_true, y_pred):
errors = y_true - y_pred
plt.figure(figsize=(10, 6))
sns.histplot(errors, bins=30, kde=True)
plt.title("Error Distribution")
plt.xlabel("Prediction Error")
plt.ylabel("Frequency")
plt.grid()
plt.show()
# Perform K-Fold Cross-Validation
kf = KFold(n_splits=5, shuffle=True, random_state=42)
pool = Pool(X_train, y_train)
cv_results = cv(pool, model_cat.get_params(), fold_count=5, plot=True)
# Train and Evaluate
model_cat.fit(X_train, y_train)
y_pred = model_cat.predict(X_test)
# Test Metrics
print(f"Test MSE: {mean_squared_error(y_test, y_pred):.4f}")
print(f"Test MAE: {mean_absolute_error(y_test, y_pred):.4f}")
print(f"Test R^2: {r2_score(y_test, y_pred):.4f}")
print(f"Explained Variance: {explained_variance_score(y_test, y_pred):.4f}")
print(f"Mean Absolute Percentage Error (MAPE): {mean_absolute_percentage_error(y_test, y_pred):.4f}")
MetricVisualizer(layout=Layout(align_self='stretch', height='500px'))
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--------------------------------------------------------------------------- AttributeError Traceback (most recent call last) Cell In[21], line 81 78 print(f"Mean Absolute Percentage Error (MAPE): {mean_absolute_percentage_error(y_test, y_pred):.4f}") 80 # Plot Feature Importance ---> 81 model_cat.plot_importance(title="Feature Importance", max_num_features=10) 82 plt.show() 84 # Plot Graphs AttributeError: 'CatBoostRegressor' object has no attribute 'plot_importance'
In [22]:
# Plot Graphs
plot_learning_curve(model_cat, X_train, y_train, cv=kf, scoring='r2')
plot_residuals(y_test, y_pred)
plot_predictions(y_test, y_pred)
plot_error_distribution(y_test, y_pred)
c:\Users\firas\anaconda3\Lib\site-packages\seaborn\_oldcore.py:1119: FutureWarning: use_inf_as_na option is deprecated and will be removed in a future version. Convert inf values to NaN before operating instead.
In [23]:
# Create a DataFrame to hold predictions and actual values
results_df = pd.DataFrame({
'year': X_test['new_date'],
'y': y_test,
'cat_pred': y_pred
})
# Group by year and calculate median
median_results = results_df.groupby('year').median().reset_index()
# Scatter plot
plt.figure(figsize=(10, 6))
plt.scatter(median_results['year'], median_results['y'], color='blue', label='Actual (Median)', alpha=0.7)
plt.scatter(median_results['year'], median_results['cat_pred'], color='orange', label='Predicted (Median)', alpha=0.7)
# Add labels, title, and legend
plt.xlabel("Year")
plt.ylabel("Median Prices")
plt.title("Median Actual vs Predicted Prices by Year")
plt.legend()
plt.grid(alpha=0.3)
# Show the plot
plt.show()
In [24]:
joblib.dump(model_cat,'new_model_cat.pkl')
Out[24]:
['new_model_cat.pkl']
In [25]:
model_xgb = joblib.load('new_model_xgb.pkl')
model_rf = joblib.load('new_model_rf.pkl')
model_cat = joblib.load('new_model_cat.pkl')
In [26]:
import numpy as np
from sklearn.metrics import mean_squared_error, mean_absolute_error
def optimize_ensemble_weights(y_true, y_pred_xgb, y_pred_rf, y_pred_cat, metric='mse'):
best_score = float('inf')
best_weights = (1/3, 1/3, 1/3) # Initialize with equal weights
weight_range = np.linspace(0, 1, 101) # Test weights from 0 to 1 in steps of 0.01
# Iterate over weights for the first model
for w_xgb in weight_range:
for w_rf in weight_range:
w_cat = 1 - w_xgb - w_rf # Ensure weights sum to 1
# Skip invalid combinations where weights go below 0 or above 1
if w_cat < 0 or w_cat > 1:
continue
# Calculate ensemble predictions
ensemble_pred = (w_xgb * y_pred_xgb +
w_rf * y_pred_rf +
w_cat * y_pred_cat)
# Choose the metric to minimize
if metric == 'mse':
score = mean_squared_error(y_true, ensemble_pred)
elif metric == 'mae':
score = mean_absolute_error(y_true, ensemble_pred)
else:
raise ValueError("Metric must be 'mse' or 'mae'")
# Keep track of the best weights and score
if score < best_score:
best_score = score
best_weights = (w_xgb, w_rf, w_cat)
return best_weights, best_score
In [27]:
y_pred_rf = model_rf.predict(X)
y_pred_xgb = model_xgb.predict(X)
y_pred_cat = model_cat.predict(X)
# Evaluate Models
rf_mae = mean_absolute_error(y, y_pred_rf)
xgb_mae = mean_absolute_error(y, y_pred_xgb)
cat_mae = mean_absolute_error(y, y_pred_cat)
rf_mse = mean_squared_error(y, y_pred_rf)
xgb_mse = mean_squared_error(y, y_pred_xgb)
cat_mse = mean_squared_error(y, y_pred_cat)
rf_r2 = r2_score(y, y_pred_rf)
xgb_r2 = r2_score(y, y_pred_xgb)
cat_r2 = r2_score(y, y_pred_cat)
print(f"Random Forest MSE: {rf_mse:.2f}, R²: {rf_r2:.2f}")
print(f"XGBoost MSE: {xgb_mse:.2f}, R²: {xgb_r2:.2f}")
print(f"CATBoost MSE: {cat_mse:.2f}, R²: {cat_r2:.2f}")
Random Forest MSE: 721040664.55, R²: 0.97 XGBoost MSE: 667559400.13, R²: 0.98 CATBoost MSE: 663590658.82, R²: 0.98
In [28]:
# Optimize weights for the ensemble
best_weights, best_score = optimize_ensemble_weights(y, y_pred_xgb, y_pred_rf,y_pred_cat, metric='mse')
print(f"Best Weights: XGBoost = {best_weights[0]:.2f}, Random Forest = {best_weights[1]:.2f}, CATBoost = {best_weights[2]:.2f}")
print(f"Best MSE: {best_score:.4f}")
Best Weights: XGBoost = 0.32, Random Forest = 0.23, CATBoost = 0.45 Best MSE: 649584555.0503
In [29]:
# Ensemble (Averaging Predictions)
ensemble_pred = y_pred_xgb *best_weights[0] + y_pred_rf *best_weights[1] + y_pred_cat*best_weights[2]
ensemble_mae = mean_absolute_error(y,ensemble_pred)
ensemble_mse = mean_squared_error(y, ensemble_pred)
ensemble_r2 = r2_score(y, ensemble_pred)
print(f"Ensemble MSE: {ensemble_mse:.2f}, R²: {ensemble_r2:.2f}")
# Create the scatter plot
plt.figure(figsize=(8, 6))
plt.scatter(y, ensemble_pred, alpha=0.7, color='blue', label='Predictions')
plt.plot([min(y), max(y)], [min(y), max(y)], color='red', linestyle='--', label='Ideal Fit')
# Add labels, title, and legend
plt.xlabel("Actual Prices")
plt.ylabel("Predicted Prices")
plt.title("Predicted Prices vs Actual Prices")
plt.legend()
plt.grid(alpha=0.3)
# Display the metrics on the plot
metrics_text = f"MAE: {ensemble_mae:.2f}\nMSE: {ensemble_mse:.2f}\nR²: {ensemble_r2:.4f}"
plt.gca().text(0.75, 0.15, metrics_text, transform=plt.gca().transAxes, fontsize=12, verticalalignment='top',
bbox=dict(boxstyle="round", alpha=0.5, color="lightblue"))
# Display the plot
plt.show()
Ensemble MSE: 649584555.05, R²: 0.98
In [31]:
# Create a DataFrame to hold predictions and actual values
results_df = pd.DataFrame({
'year': X['new_date'], # Ensure this is the year column
'y': y,
'ensemble_pred': ensemble_pred
})
# Scatter plot for all points
plt.figure(figsize=(10, 6))
plt.scatter(results_df['year'], results_df['y'], color='blue', label='Actual', alpha=0.6)
plt.scatter(results_df['year'], results_df['ensemble_pred'], color='orange', label='Predicted', alpha=0.6)
# Add labels, title, and legend
plt.xlabel("Year")
plt.ylabel("Prices")
plt.title("Actual vs Predicted Prices by Year (All Points)")
plt.legend()
plt.grid(alpha=0.3)
# Show the plot
plt.show()
In [32]:
# Calculate the percentage error for each prediction
percentage_error = np.abs((y - ensemble_pred) / y) * 100
# Calculate the mean percentage error (optional, for overall performance)
mean_percentage_error = np.mean(percentage_error)
# Display some statistics
print(f"Mean Percentage Error: {mean_percentage_error:.2f}%")
print(f"Max Percentage Error: {np.max(percentage_error):.2f}%")
print(f"Min Percentage Error: {np.min(percentage_error):.2f}%")
# Plot percentage error distribution
plt.figure(figsize=(8, 6))
plt.hist(percentage_error, bins=30, color='skyblue', edgecolor='black', alpha=0.7)
plt.title("Percentage Error Distribution")
plt.xlabel("Percentage Error (%)")
plt.ylabel("Frequency")
plt.grid(alpha=0.3)
plt.show()
Mean Percentage Error: 5.94% Max Percentage Error: 286.38% Min Percentage Error: 0.00%
In [ ]: